234 Publications

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[234]
2019 | Journal Article | LibreCat-ID: 15002
Waegeman, Willem, et al. “Multi-Target Prediction: A Unifying View on Problems and Methods.” Data Mining and Knowledge Discovery, vol. 33, no. 2, 2019, pp. 293–324, doi:10.1007/s10618-018-0595-5.
LibreCat | DOI
 
[233]
2019 | Conference Paper | LibreCat-ID: 15007
Melnikov, Vitaly, and Eyke Hüllermeier. “Learning to Aggregate: Tackling the Aggregation/Disaggregation Problem for OWA.” Proceedings ACML, Asian Conference on Machine Learning (Proceedings of Machine Learning Research, 101), 2019, doi:10.1016/j.jmva.2019.02.017.
LibreCat | DOI
 
[232]
2019 | Conference Paper | LibreCat-ID: 15014
Hüllermeier, Eyke, et al. “Learning from Imprecise Data: Adjustments of Optimistic and Pessimistic Variants.” Proceedings SUM 2019, International Conference on Scalable Uncertainty Management, 2019.
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[231]
2019 | Conference Paper | LibreCat-ID: 15003
Mortier, Thomas, et al. “Set-Valued Prediction in Multi-Class Classification.” Proceedings of the 31st Benelux Conference on Artificial Intelligence {(BNAIC} 2019) and the 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019), Brussels, Belgium, November 6-8, 2019, 2019.
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[230]
2019 | Journal Article | LibreCat-ID: 15015
Henzgen, Sascha, and Eyke Hüllermeier. “Mining Rank Data.” ACM Transactions on Knowledge Discovery from Data, 2019, pp. 1–36, doi:10.1145/3363572.
LibreCat | DOI
 
[229]
2019 | Conference Paper | LibreCat-ID: 10232
Wever, Marcel Dominik, et al. Automating Multi-Label Classification Extending ML-Plan. 2019.
LibreCat | Files available
 
[228]
2019 | Book Chapter | LibreCat-ID: 15004
Ahmadi Fahandar, Mohsen, and Eyke Hüllermeier. “Feature Selection for Analogy-Based Learning to Rank.” Discovery Science, 2019, doi:10.1007/978-3-030-33778-0_22.
LibreCat | DOI
 
[227]
2019 | Conference Paper | LibreCat-ID: 15011
Tornede, Alexander, et al. “Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking.” Proceedings - 29. Workshop Computational Intelligence, Dortmund, 28. - 29. November 2019, edited by Frank Hoffmann et al., KIT Scientific Publishing, Karlsruhe, 2019, pp. 135–46.
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[226]
2019 | Journal Article | LibreCat-ID: 10578
Tagne, V. K., et al. “Choice Functions Generated by Mallows and Plackett–Luce Relations.” New Mathematics and Natural Computation, vol. 15, no. 2, 2019, pp. 191–213.
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[225]
2019 | Conference Abstract | LibreCat-ID: 8956
Hetzer, Alexander, et al. Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking. 2019.
LibreCat | Files available
 
[224]
2019 | Book Chapter | LibreCat-ID: 15005
Ahmadi Fahandar, Mohsen, and Eyke Hüllermeier. “Analogy-Based Preference Learning with Kernels.” KI 2019: Advances in Artificial Intelligence, 2019, doi:10.1007/978-3-030-30179-8_3.
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[223]
2019 | Conference Abstract | LibreCat-ID: 8868
Wever, Marcel Dominik, et al. Towards Automated Machine Learning for Multi-Label Classification. 2019.
LibreCat | Files available
 
[222]
2019 | Conference Abstract | LibreCat-ID: 13132
Mohr, Felix, et al. “From Automated to On-The-Fly Machine Learning.” INFORMATIK 2019: 50 Jahre Gesellschaft Für Informatik – Informatik Für Gesellschaft, Gesellschaft für Informatik e.V., 2019, pp. 273–74.
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[221]
2019 | Journal Article | LibreCat-ID: 15001
Couso, Ines, et al. “Fuzzy Sets in Data Analysis: From Statistical Foundations to Machine Learning.” IEEE Computational Intelligence Magazine, 2019, pp. 31–44, doi:10.1109/mci.2018.2881642.
LibreCat | DOI
 
[220]
2019 | Book Chapter | LibreCat-ID: 15006
Nguyen, Vu-Linh, et al. “Epistemic Uncertainty Sampling.” Discovery Science, 2019, doi:10.1007/978-3-030-33778-0_7.
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[219]
2019 | Conference Paper | LibreCat-ID: 15013
Brinker, Klaus, and Eyke Hüllermeier. “A Reduction of Label Ranking to Multiclass Classification.” Proceedings ECML/PKDD, European Conference on Machine Learning and Knowledge Discovery in Databases, 2019.
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[218]
2018 | Conference Paper | LibreCat-ID: 10184
Schäfer, Dirk, and Eyke Hüllermeier. “Preference-Based Reinforcement Learning Using Dyad Ranking.” Proc. 21st Int. Conference on Discovery Science (DS), 2018, pp. 161–75.
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[217]
2018 | Conference Paper | LibreCat-ID: 3852
Wever, Marcel Dominik, et al. “ML-Plan for Unlimited-Length Machine Learning Pipelines.” ICML 2018 AutoML Workshop, 2018.
LibreCat | Files available | Download (ext.)
 
[216]
2018 | Conference Paper | LibreCat-ID: 2479
Mohr, Felix, et al. “(WIP) Towards the Automated Composition of Machine Learning Services.” SCC, IEEE, 2018, doi:10.1109/SCC.2018.00039.
LibreCat | Files available | DOI | Download (ext.)
 
[215]
2018 | Conference Paper | LibreCat-ID: 10153
Mohr, Felix, et al. “Reduction Stumps for Multi-Class Classification.” Proc. 17th Int. Symposium on Intelligent Data Analysis (IDA), 2018, pp. 225–37.
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[214]
2018 | Conference Paper | LibreCat-ID: 15297
Hüllermeier, Eyke, et al. “Towards the Automated Composition of Machine Learning Services.” In Proceedings SCC 2018, IEEE International Conference of Services Computing, San Francisco, CA, USA, 2018, pp. 241–44.
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[213]
2018 | Conference Paper | LibreCat-ID: 10185
Seemann, N., et al. “Supporting the Cognitive Process in Annotation Tasks.” Postersession Computerlinguistik Der 40. Jahrestagung Der Deutschen Gesellschaft Für Sprachwissenschaft, 2018.
LibreCat
 
[212]
2018 | Conference Paper | LibreCat-ID: 10154
Mohr, Felix, et al. “(WIP) Towards the Automated Composition of Machine Learning Services.” Proc. 15th Int. Conference on Services Computing (SCC), 2018, pp. 241–44.
LibreCat
 
[211]
2018 | Conference Paper | LibreCat-ID: 10192
Wever, Marcel Dominik, et al. “ML-Plan for Unlimited-Length Machine Learning Pipelines.” Int. Workshop on Automatic Machine Learning (AutoML) at ICML 2018, 2018.
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[210]
2018 | Journal Article | LibreCat-ID: 10274
Melnikov, Vitaly, and Eyke Hüllermeier. “On the Effectiveness of Heuristics for Learning Nested Dichotomies: An Empirial Analysis.” Machine Learning, vol. 107, no. 8–10, 2018, pp. 1537–60.
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[209]
2018 | Conference (Editor) | LibreCat-ID: 10591
Abiteboul, S., et al., editors. Research Directions for Principles of Data Management. Vol. 7, no. 1, 2018, pp. 1–29.
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[208]
2018 | Conference Paper | LibreCat-ID: 15298
Mohr, Felix, et al. “On-the-Fly Service Construction with Prototypes.” In Proceedings SCC 2018, IEEE International Conference of Services Computing, San Francisco, CA, USA, 2018, pp. 225–32.
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[207]
2018 | Conference Paper | LibreCat-ID: 10181
Nguyen, Vu-Linh, et al. “Reliable Multi-Class Classification Based on Pairwise Epistemic and Aleatoric Uncertainty.” Proc. 27th Int.Joint Conference on Artificial Intelligence (IJCAI), 2018, pp. 5089–95.
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[206]
2018 | Conference Paper | LibreCat-ID: 2109
Wever, Marcel Dominik, et al. “Ensembles of Evolved Nested Dichotomies for Classification.” Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2018, Kyoto, Japan, July 15-19, 2018, ACM, 2018, doi:10.1145/3205455.3205562.
LibreCat | Files available | DOI | Download (ext.)
 
[205]
2018 | Conference Paper | LibreCat-ID: 2471
Mohr, Felix, et al. “On-The-Fly Service Construction with Prototypes.” SCC, IEEE Computer Society, 2018, doi:10.1109/SCC.2018.00036.
LibreCat | Files available | DOI | Download (ext.)
 
[204]
2018 | Book Chapter | LibreCat-ID: 6423
Schäfer, Dirk, and Eyke Hüllermeier. “Preference-Based Reinforcement Learning Using Dyad Ranking.” Discovery Science, Springer International Publishing, 2018, pp. 161–75, doi:10.1007/978-3-030-01771-2_11.
LibreCat | Files available | DOI
 
[203]
2018 | Conference Paper | LibreCat-ID: 10148
El Mesaoudi-Paul, Adil, et al. “Ranking Distributions Based on  Noisy Sorting.” Proc. 35th Int. Conference on Machine Learning (ICML), 2018, pp. 3469–77.
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[202]
2018 | Conference Paper | LibreCat-ID: 3552
Mohr, Felix, et al. “Reduction Stumps for Multi-Class Classification.” Proceedings of the Symposium on Intelligent Data Analysis, doi:10.1007/978-3-030-01768-2_19.
LibreCat | Files available | DOI | Download (ext.)
 
[201]
2018 | Conference Paper | LibreCat-ID: 10151
Mohr, Felix, et al. “Programmatic Task Network Planning.” Proc. 1st ICAPS Workshop on Hierachical  Planning at the 28th Int. Conference on Automated Planning and Scheduling (ICAPS), 2018, pp. 31–39.
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[200]
2018 | Conference Paper | LibreCat-ID: 10149
Hesse, M., et al. “A Reinforcement Learning Strategy for the Swing-Up of the Double Pendulum on a Cart.” Proc. 4th Int. Conference on System-Integrated Intelligence: Intelligent, Flexible and Connected Systems in Products and Production, Procedia Manufacturing 24, 2018, pp. 15–20.
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[199]
2018 | Journal Article | LibreCat-ID: 10276
Schäfer, Dirk, and Eyke Hüllermeier. “Dyad Ranking Using Plackett-Luce Models Based on Joint Feature Representations.” Machine Learning, vol. 107, no. 5, 2018, pp. 903–41.
LibreCat
 
[198]
2018 | Book Chapter | LibreCat-ID: 10783
Couso, Ines, and Eyke Hüllermeier. “Statistical Inference for Incomplete Ranking Data: A Comparison of Two Likelihood-Based Estimators.” Frontiers in Computational Intelligence, edited by Sanaz Mostaghim et al., Springer, 2018, pp. 31–46.
LibreCat
 
[197]
2018 | Conference Paper | LibreCat-ID: 2857
Mohr, Felix, et al. “Programmatic Task Network Planning.” Proceedings of the 28th International Conference on Automated Planning and Scheduling, AAAI, 2018.
LibreCat | Files available | Download (ext.)
 
[196]
2018 | Conference Abstract | LibreCat-ID: 1379
Seemann, Nina, et al. “Supporting the Cognitive Process in Annotation Tasks.” Postersession Computerlinguistik der 40. Jahrestagung der Deutschen Gesellschaft für Sprachwissenschaft, edited by Kerstin Eckart and Dominik Schlechtweg, 2018.
LibreCat | Files available | Download (ext.)
 
[195]
2018 | Conference Paper | LibreCat-ID: 10152
Mohr, Felix, et al. “On-the-Fly Service Construction with Prototypes.” Proc. 15th Int. Conference on Services Computing (SCC), 2018, pp. 225–32.
LibreCat
 
[194]
2018 | Conference Paper | LibreCat-ID: 10145
Ahmadi Fahandar, Mohsen, and Eyke Hüllermeier. “Learning to Rank Based on Analogical Reasoning.” Proc. 32 Nd AAAI Conference on Artificial Intelligence (AAAI), 2018, pp. 2951–58.
LibreCat
 
[193]
2018 | Journal Article | LibreCat-ID: 10784
Mohr, Felix, et al. “ML-Plan: Automated Machine Learning via Hierarchical Planning.” Machine Learning, vol. 107, no. 8–10, 2018, pp. 1495–515.
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[192]
2018 | Conference Paper | LibreCat-ID: 10188
Wever, Marcel Dominik, et al. “Ensembles of Evolved Nested Dichotomies for Classificaton.” Proc. Genetic and Evolutionary Computation Conference (GECCO), 2018, pp. 561–68.
LibreCat
 
[191]
2018 | Journal Article | LibreCat-ID: 3510
Mohr, Felix, et al. “ML-Plan: Automated Machine Learning via Hierarchical Planning.” Machine Learning, Springer, 2018, doi:10.1007/s10994-018-5735-z.
LibreCat | Files available | DOI | Download (ext.)
 
[190]
2017 | Conference Paper | LibreCat-ID: 1180
Wever, Marcel Dominik, et al. “Automatic Machine Learning: Hierachical Planning Versus Evolutionary Optimization.” 27th Workshop Computational Intelligence, 2017.
LibreCat | Files available | Download (ext.)
 
[189]
2017 | Conference Paper | LibreCat-ID: 10204
Ewerth, Ralph, et al. “Estimating Relative Depth in Single Images via Rankboost.” Proc. IEEE Int. Conf. on Multimedia and Expo (ICME 2017), 2017, pp. 919–24.
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[188]
2017 | Conference Paper | LibreCat-ID: 10216
Shaker, Ammar, et al. “Learning TSK Fuzzy Rules from Data Streams.” Proceedings ECML/PKDD, European Conference on Machine Learning and Knowledge Discovery in Databases, Skopje, Macedonia, 2017.
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[187]
2017 | Conference Paper | LibreCat-ID: 10209
Ahmadi Fahandar, Mohsen, and Eyke Hüllermeier. “Learning to Rank Based on Analogical Reasoning.” Proc. AAAI 2017, 32nd AAAI Conference on Artificial Intelligence, 2017.
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[186]
2017 | Conference Paper | LibreCat-ID: 15110
Couso, Ines, et al. “Maximum Likelihood Estimation and Coarse Data.” In Proceedings SUM 2017, 11th International Conference on Scalable Uncertainty Management, Granada, Spain, Springer, 2017, pp. 3–16.
LibreCat
 
[185]
2017 | Conference Paper | LibreCat-ID: 10205
Ahmadi Fahandar, Mohsen, et al. “Statistical Inference for Incomplete Ranking Data: The Case of Rank-Dependent  Coarsening.” Proc. 34th Int. Conf. on Machine Learning (ICML 2017), 2017, pp. 1078–87.
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[184]
2017 | Conference Paper | LibreCat-ID: 10212
Hoffmann, F., et al. (Hrsg.) Proceedings 27. Workshop Computational Intelligence, KIT Scientific Publishing, Karlsruhe, Germany 2017. 2017.
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[183]
2017 | Journal Article | LibreCat-ID: 10267
Bräuning, M., et al. “Lexicographic Preferences for Predictive Modeling of Human Decision Making. A New Machine Learning Method with an Application  in Accounting.” European Journal of Operational Research, vol. 258, no. 1, 2017, pp. 295–306.
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[182]
2017 | Encyclopedia Article | LibreCat-ID: 10589
Fürnkranz, J., and Eyke Hüllermeier. “Preference Learning.” Encyclopedia of Machine Learning and Data Mining, 2017, pp. 1000–05.
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[181]
2017 | Conference Paper | LibreCat-ID: 15399
Czech, M., et al. “Predicting Rankings of Software Verification Tools.” In Proceedings ESEC/FSE Workshops 2017 - 3rd ACM SIGSOFT, International Workshop on Software Analytics (SWAN 2017), Paderborn Germany, 2017.
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[180]
2017 | Conference Paper | LibreCat-ID: 10213
Melnikov, Vitaly, and Eyke Hüllermeier. “Optimizing the Structure of Nested Dichotomies: A Comparison of Two Heuristics.” Proceedings 27. Workshop Computational Intelligence, Dortmund, Germany 2017, 2017, pp. 1–12.
LibreCat
 
[179]
2017 | Conference Paper | LibreCat-ID: 10206
Mohr, Felix, et al. “Planning with Independent Task Networks.” Proc. 40th Annual German Conference on Advances in Artificial Intelligence (KI 2017), 2017, pp. 193–206.
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[178]
2017 | Journal Article | LibreCat-ID: 10268
Platenius, M. C., et al. “Imprecise Matching of Requirements Specifications for Software Services Using Fuzzy Logic.” IEEE Transactions on Software Engineering, vol. 43, no. 8, 2017, pp. 739–59.
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[177]
2017 | Conference Paper | LibreCat-ID: 10214
Wever, Marcel Dominik, et al. “Automatic Machine Learning: Hierarchical Planning Versus Evolutionary Optimization .” Proceedings 27. Workshop Computational Intelligence, Dortmund, Germany 2017, 2017, pp. 149–66.
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[176]
2017 | Conference Paper | LibreCat-ID: 10207
Czech, M., et al. “Predicting Rankings of Software Verification Tools.” Proc. 3rd ACM SIGSOFT Int. I Workshop on Software Analytics (SWAN@ESEC/SIGSOFT FSE 2017, 2017, pp. 23–26.
LibreCat
 
[175]
2017 | Journal Article | LibreCat-ID: 10269
Hüllermeier, Eyke. “From Knowledge-Based to Data-Driven Modeling of Fuzzy Rule-Based Systems: A Critical Reflection.” The Computing Research Repository  (CoRR), abs/1712.00646, 2017.
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[174]
2017 | Conference Paper | LibreCat-ID: 15396
Wever, Marcel Dominik, et al. “Automatic Machine Learning: Hierarchical Planning versus Evolutionary Optimization.” In Proceedings 27th Workshop Computational Intelligence, Dortmund Germany, edited by F. Hoffmann et al., KIT Scientific Publishing, 2017, pp. 149–66.
LibreCat
 
[173]
2017 | Conference Paper | LibreCat-ID: 10208
Couso, Ines, et al. “Maximum Likelihood Estimation and Coarse Data.” Proc. 11th Int. Conf. on Scalable Uncertainty Management (SUM 2017), 2017, pp. 3–16.
LibreCat
 
[172]
2017 | Conference Paper | LibreCat-ID: 15397
Melnikov, Vitaly, and Eyke Hüllermeier. “Optimizing the Structure of Nested Dichotomies. A Comparison of Two Heuristics.” In Proceedings 27th Workshop Computational Intelligence, Dortmund Germany, edited by F. Hoffmann et al., KIT Scientific Publishing, 2017, pp. 1–12.
LibreCat
 
[171]
2016 | Conference Paper | LibreCat-ID: 10228
Schäfer, Dirk, and Eyke Hüllermeier. “Preference-Based Reinforcement Learning Using Dyad Ranking.” Proceedings DA2PL ´2016, Euro Mini Conference from Multiple Criteria Decision Aid to Preference Learning, edited by Robert Busa-Fekete et al., 2016.
LibreCat
 
[170]
2016 | Conference Paper | LibreCat-ID: 10223
Melnikov, Vitaly, and Eyke Hüllermeier. “Learning to Aggregate Using Uninorms,  in Proceedings ECML/PKDD-2016.” European Conference on Machine Learning and Knowledge Discovery in Databases, Part II, Riva Del Garda, Italy, 2016, pp. 756–71.
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[169]
2016 | Conference Paper | LibreCat-ID: 10230
Lu, S., and Eyke Hüllermeier. “Support Vector Classification on Noisy Data Using Fuzzy Supersets Losses.” Proceedings 26. Workshop Computational Intelligence, KIT Scientific Publishing, edited by F. Hoffmann et al., 2016, pp. 1–8.
LibreCat
 
[168]
2016 | Journal Article | LibreCat-ID: 10266
Riemenschneider, M., et al. “Exploiting HIV-1 Protease and Reverse Transcriptase Cross-Resistance Information for Improved Drug Resistance Prediction by Means of Multi-Label Classification.” BioData Mining, vol. 9, no. 10, 2016.
LibreCat
 
[167]
2016 | Encyclopedia Article | LibreCat-ID: 10785
Fürnkranz, J., and Eyke Hüllermeier. “Preference Learning.” Encyclopedia of Machine Learning and Data Mining, edited by C. Sammut and G.I. Webb, Springer, 2016.
LibreCat
 
[166]
2016 | Conference Paper | LibreCat-ID: 15401
Schäfer, D., and Eyke Hüllermeier. “Preference -Based Reinforcement Learning Using Dyad Ranking.” In Proceedings DA2PL`2016 Euro Mini Conference From Multiple Criteria Decision Aid to Preference Learning, Paderborn, Germany, edited by R. Busa-Fekete et al., 2016.
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[165]
2016 | Conference Paper | LibreCat-ID: 10224
Dembczynski, K., et al. “Consistency of Probalistic Classifier Trees.” In Proceedings ECML/PKDD European Conference on Maschine Learning and Knowledge Discovery in Databases, Part II, Riva Del Garda, Italy, 2016, pp. 511–26.
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[164]
2016 | Conference Paper | LibreCat-ID: 10229
Couso, Ines, et al. “Statistical Inference for Incomplete Ranking Data: A Comparison of Two Likelihood-Based Estimators.” Proceedings DA2PL ´2016, Euro Mini Conference from Multiple Criteria Decision Aid to Preference Learning, edited by Robert Busa-Fekete et al., 2016.
LibreCat
 
[163]
2016 | Conference Paper | LibreCat-ID: 10231
Schäfer, Dirk, and Eyke Hüllermeier. “Plackett-Luce Networks for Dyad Ranking.” In Workshop LWDA “Lernen, Wissen, Daten, Analysen,” 2016.
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[162]
2016 | Conference Paper | LibreCat-ID: 15111
Pfannschmidt, Karlson, et al. “Evaluating Tests in Medical  Diagnosis-Combining Machine Learning with Game-Theoretical Concepts.” In Proceedings IPMU 16th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Part 1, Eindhoven, The Netherlands, Springer, 2016, pp. 450–61.
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[161]
2016 | Conference Paper | LibreCat-ID: 15402
Couso, Ines, et al. “Statistical Inference for Incomplete Ranking Data: A Comparison of Two Likelihood-Based Estimators.” In Proceedings DA2PL 2016 EURO Mini Conference From Multiple Criteria Decision Aid to Preference Learning, Paderborn Germany, edited by R. Busa-Fekete et al., 2016.
LibreCat
 
[160]
2016 | Conference Paper | LibreCat-ID: 10225
Shabani, Aulon, et al. “Predicting the Electricity Consumption of Buildings: An Improved CBR Approach.” In Proceedings ICCBR, 24th International Conference on Case-Based Reasoning, Atlanta, GA, USA, 2016, pp. 356–69.
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[159]
2016 | Conference (Editor) | LibreCat-ID: 10263
Kaminka, G. A., et al., editors. ECAI 2016, 22nd European Conference on Artificial Intelligence, Including PAIS 2016, Prestigious Applications of Artificial Intelligence. Vol. 285, IOS Press, 2016.
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[158]
2016 | Conference Paper | LibreCat-ID: 15403
Lu, S., and Eyke Hüllermeier. “Support Vector Classification on Noisy Data Using Fuzzy Superset Losses.” In Proceedings 26th Workshop Computational Intelligence, Dortmund Germany, edited by Eyke Hüllermeier et al., KIT Scientific Publishing, 2016, pp. 1–8.
LibreCat
 
[157]
2016 | Conference Paper | LibreCat-ID: 10226
Pfannschmidt, Karlson, et al. “Evaluating Tests in Medical  Diagnosis-Combining Machine Learning with Game-Theoretical Concepts.” In Proceedings IPMU 16th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Part 1, Eindhoven, The Netherlands, Springer, 2016, pp. 450–61.
LibreCat
 
[156]
2016 | Conference (Editor) | LibreCat-ID: 10221
Hoffmann, F., et al., editors. Proceedings 26. Workshop Computational Intelligence KIT Scientific Publishing, Karlsruhe, Germany. 2016.
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[155]
2016 | Journal Article | LibreCat-ID: 10264
Leinweber, M., et al. “CavSimBase: A Database for Large Scale Comparison of Protein Binding Sites.” IEEE Transactions on Knowledge and Data Engineering, vol. 28, no. 6, 2016, pp. 1423–34.
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[154]
2016 | Conference Paper | LibreCat-ID: 15404
Schäfer, D., and Eyke Hüllermeier. “Plackett-Luce Networks for Dyad Ranking.” In Workshop LWDA “Lernen, Wissen, Daten, Analysen” Potsdam, Germany, 2016.
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[153]
2016 | Conference Paper | LibreCat-ID: 10227
Labreuche, C., et al. “On the Identifiability of Models in Multi-Criteria Preference Learning .” Proceedings DA2PL ´2016, Euro Mini Conference from Multiple Criteria Decision Aid to Preference Learning, edited by Robert Busa-Fekete et al., 2016.
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[152]
2016 | Conference Paper | LibreCat-ID: 10222
Jasinska, K., et al. “Extreme F-Measure Maximization Using Sparse Probability Estimates .” Proceedings ICML-2016, 33th International Conference on Machine Learning, New York, USA, edited by M.F. Balcan and K.Q. Weinberger, 2016.
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[151]
2016 | Conference Paper | LibreCat-ID: 15400
Labreuche, C., et al. “On the Identifiability of Models  in Multi-Criteria Preference Learning.” In Proceedings DA2PL 2016 EURO Mini Conference From Multiple Criteria Decision Aid to Preference Learning, Paderborn Germany, edited by R. Busa-Fekete et al., 2016.
LibreCat
 
[150]
2015 | Journal Article | LibreCat-ID: 4792
Senge, Robin, and Eyke Hüllermeier. “Fast Fuzzy Pattern Tree Learning for Classification.” IEEE Transactions on Fuzzy Systems, vol. 23, no. 6, Institute of Electrical and Electronics Engineers (IEEE), 2015, pp. 2024–33, doi:10.1109/tfuzz.2015.2396078.
LibreCat | Files available | DOI
 
[149]
2015 | Conference Paper | LibreCat-ID: 10242
Szörényi, B., et al. “Online F-Measure Optimization.” In Advances in Neural Information Processing Systems 28 (NIPS 2015), 2015, pp. 595–603.
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[148]
2015 | Conference Paper | LibreCat-ID: 10235
Hoffmann, F., and Eyke Hüllermeier. Proceedings 25. Workshop Computational Intelligence KIT Scientific Publishing. 2015.
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[147]
2015 | Journal Article | LibreCat-ID: 10324
Senge, Robin, and Eyke Hüllermeier. “Fast Fuzzy Pattern Tree Learning of Classification.” IEEE Transactions on Fuzzy Systems, vol. 23, no. 6, 2015, pp. 2024–33.
LibreCat
 
[146]
2015 | Conference Paper | LibreCat-ID: 15406
Schäfer, D., and Eyke Hüllermeier. “Preference-Based Meta-Learning Using Dyad Ranking: Recommending Algorithms in Cold-Start Situations.” In Proceedings of the 2015 International Workshop on Meta-Learning and Algorithm Selection Co-Located ECML/PKDD, Porto, Portugal, 2015, pp. 110–11.
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[145]
2015 | Conference Paper | LibreCat-ID: 10243
El Mesaoudi-Paul, Adil, and Eyke Hüllermeier. “A CBR Approach to the Angry Birds Game.” In Workshop Proc. 23rd International Conference on Case-Based Reasoning (ICCBR 2015), 2015, pp. 68–77.
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[144]
2015 | Conference Paper | LibreCat-ID: 10236
Abdel-Aziz, A., and Eyke Hüllermeier. “Case Base Maintenance in Preference-Based CBR.” In Proceedings 23rd International Conference on Case-Based Reasoning (ICCBR 2015), 2015, pp. 1–14.
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[143]
2015 | Journal Article | LibreCat-ID: 10320
Hüllermeier, Eyke. “Does Machine Learning Need Fuzzy Logic?” Fuzzy Sets and Systems, vol. 281, 2015, pp. 292–99.
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[142]
2015 | Conference Paper | LibreCat-ID: 10244
Schäfer, Dirk, and Eyke Hüllermeier. “Preference-Based Meta- Learning Using Dyad Ranking: Recommending Algorithms in Cold-Start Situations.” In Proceedings of the 2015 International Workshop on Meta-Learning and Algorithm Selection (MetaSel@PKDD/ECML), 2015, pp. 110–11.
LibreCat
 
[141]
2015 | Conference Paper | LibreCat-ID: 10237
Szörényi, B., et al. “Qualitative Multi-Armed Bandits: A Quantile-Based Approach.” In Proceedings International Conference on Machine Learning (ICML 2015), 2015, pp. 1660–68.
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[140]
2015 | Journal Article | LibreCat-ID: 10319
Waegeman, W., et al. “On the Bayes-Optimality of F-Measure Maximizers.” In Journal of Machine Learning Research, vol. 15, 2015, pp. 3333–88.
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[139]
2015 | Journal Article | LibreCat-ID: 10321
Shaker, Ammar, and Eyke Hüllermeier. “Recovery Analysis for Adaptive Learning from Non-Stationary Data Streams: Experimental Design and Case Study.” Neurocomputing, vol. 150, 2015, pp. 250–64.
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[138]
2015 | Conference Paper | LibreCat-ID: 10240
Henzgen, Sascha, and Eyke Hüllermeier. “Weighted Rank Correlation : A Flexible Approach Based on Fuzzy Order Relations.” In Proceedings European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD), 2015, pp. 422–37.
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[137]
2015 | Conference Paper | LibreCat-ID: 10238
Schäfer, Dirk, and Eyke Hüllermeier. “Dyad Ranking Using A Bilinear Plackett-Luce Model.” In Proceedings European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD), 2015, pp. 227–42.
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[136]
2015 | Conference Paper | LibreCat-ID: 10245
Lu, S., and Eyke Hüllermeier. “Locally Weighted Regression through Data Imprecisiation.” Proceedings 25. Workshop Computational Intelligence, 2015, pp. 97–104.
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[135]
2015 | Journal Article | LibreCat-ID: 10322
Hüllermeier, Eyke. “From Knowledge-Based to Data-Driven Fuzzy Modeling-Development, Criticism and Alternative Directions.” Informatik Spektrum, vol. 38, no. 6, 2015, pp. 500–09.
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[134]
2015 | Conference Paper | LibreCat-ID: 10234
Hüllermeier, Eyke, and M. Minor. “Case-Based Reasoning Research and Development .” In Proceedings 23rd International Conference on Case-Based Reasoning (ICCBR 2015) LNAI 9343, Springer, 2015.
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[133]
2015 | Conference Paper | LibreCat-ID: 10241
Szörényi, B., et al. “Online Rank Elicitation for Plackett-Luce: A Dueling Bandits Approach.” In Advances in Neural Information Processing Systems 28 (NIPS 2015), 2015, pp. 604–12.
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[132]
2015 | Conference Paper | LibreCat-ID: 10246
Ewerth, Ralph, et al. “Depth Estimation in Monocular Images: Quantitative versus Qualitative Approaches.” Proceedings 25. Workshop Computational Intelligence, 2015, pp. 235–40.
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[131]
2015 | Conference Paper | LibreCat-ID: 10239
Hüllermeier, Eyke, and W. Cheng. “Superset Learning Based on Generalized Loss Minimization .” In Proceedings European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD), 2015, pp. 260–75.
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[130]
2015 | Journal Article | LibreCat-ID: 10323
Garcia-Jimenez, S., et al. “Overlap Indices: Construction of and Application of Interpolative Fuzzy Systems.” IEEE Transactions on Fuzzy Systems, vol. 23, no. 4, 2015, pp. 1259–73.
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[129]
2014 | Conference Paper | LibreCat-ID: 10254
Calders, T., et al. “Machine Learning and Knowledge Discovery in Databases-European Conf. ECML/PKDD, Nancy, France.” Proceedings, Parts I-III. Lecture Notes in Computer Science, Springer, 2014, pp. 8724–26.
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[128]
2014 | Conference Paper | LibreCat-ID: 10247
Busa-Fekete, Robert, et al. “PAC Rank Elicitation through Adaptive Sampling of Stochastic Pairwise Preferences.” Proceedings AAAI 2014, Quebec, Canada, 2014, pp. 1701–07.
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[127]
2014 | Journal Article | LibreCat-ID: 10297
Hoffmann, F., et al. “Ausgewählte Beiträge Des GMA-Fachausschusses 5.14.” Computational Intelligence Automatisierungstechnik, vol. 62, no. 10, 2014, pp. 685–86.
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[126]
2014 | Journal Article | LibreCat-ID: 10312
Mernberger, M., et al. “Protein Sub-Cellular Localization Prediction for Special Compartments via Optimized Time Series Distances.” J. Bioinformatics and Computational Biology, vol. 12, no. 1, 2014.
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[125]
2014 | Journal Article | LibreCat-ID: 10317
Krotzky, T., et al. “Extended Graph-Based Models for Enhanced Similarity Search in Cavbase.” IEEE/ACM Trans. Comput. Biology Bioinform., vol. 11, no. 5, 2014, pp. 878–90.
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[124]
2014 | Conference Paper | LibreCat-ID: 10248
Busa-Fekete, Robert, and Eyke Hüllermeier. “A Survey of Preference-Based Online Learning with Bandit Algorithms.” Proceedings Int. Conf. on Algorithmic Learning Theory (ALT), Bled, Slovenia, 2014, pp. 18–39.
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[123]
2014 | Conference Paper | LibreCat-ID: 10250
Fallah Tehrani, A., et al. “The Choquet Kernel for Monotone Data.” Proceedings ESANN , Bruges, Belgium, 2014.
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[122]
2014 | Journal Article | LibreCat-ID: 10298
Calders, T., et al. “Guest Editors`introduction:Special Issue of the ECML/PKDD 2014 Journal Track.” Data Min. Knowledge Discovery, vol. 28, no. 5–6, 2014, pp. 1129–33.
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[121]
2014 | Journal Article | LibreCat-ID: 10318
Stock, M., et al. “Identification of Functionally Releated Enzymes by Learning to Rank Methods.” IEEE/ACM Trans. Comput. Biology Bioinform., vol. 11, no. 6, 2014, pp. 1157–69.
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[120]
2014 | Journal Article | LibreCat-ID: 10313
Calders, T., et al. “Guest Editors`introduction:Special Issue of the ECML/PKDD 2014 Journal Track.” Machine Learning, vol. 97, no. 1–2, 2014, pp. 1–3.
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[119]
2014 | Conference Paper | LibreCat-ID: 10251
Abdel-Aziz, A., et al. “Learning Solution Similarity in Preference-Based CBR.” Proceedings Int. Conf. Case-Based Reasoning (ICCBR), Cork, Ireland, 2014, pp. 17–31.
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[118]
2014 | Conference Paper | LibreCat-ID: 10249
Henzgen, Sascha, and Eyke Hüllermeier. “Mining Rank Data.” Proceedings Discovery Science, Bled,Slovenia , 2014, pp. 123–34.
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[117]
2014 | Journal Article | LibreCat-ID: 10299
Henzgen, Sascha, et al. “Visualization of Evolving Fuzzy Rule-Based Systems.” Evolving Systems, vol. 5, no. 3, 2014, pp. 175–91.
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[116]
2014 | Journal Article | LibreCat-ID: 10314
Busa-Fekete, Robert, et al. “Preference-Based Reinforcement Learning: Evolutionary Direct Policy Search Using a Preference-Based Racing Algorithm.” Machine Learning, vol. 97, no. 3, 2014, pp. 327–51.
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[115]
2014 | Conference Paper | LibreCat-ID: 10295
Fürnkranz, J., et al. Preference Learning (Dagstuhl Seminar 14101) Dagstuhl Reports. Vol. 4, no. 3, 2014, pp. 1–27.
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[114]
2014 | Journal Article | LibreCat-ID: 10308
Hüllermeier, Eyke. “Learning from Imprecise and Fuzzy Observations: Data Disambiguation through Generalized Loss Minimization.” Int. J. Approx. Reasoning, vol. 55, no. 7, 2014, pp. 1519–34.
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[113]
2014 | Journal Article | LibreCat-ID: 10315
Montanés, E., et al. “Dependent Binary Relevance Models for Multi-Label Classification.” Pattern Recognition, vol. 47, no. 3, 2014, pp. 1494–508.
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[112]
2014 | Journal Article | LibreCat-ID: 10310
Strickert, M., et al. “Correlation-Based Embedding of Pairwise Score Data.” Neurocomputing, vol. 141, 2014, pp. 97–109.
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[111]
2014 | Conference Paper | LibreCat-ID: 10253
Schäfer, Dirk, and Eyke Hüllermeier. “Dyad Ranking Using A Bilinear Plackett-Luce Model.” Proceedings Lernen-Wissensentdeckung-Adaptivität (LWA), Aachen, Germany, 2014, pp. 32–33.
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[110]
2014 | Journal Article | LibreCat-ID: 10309
Hüllermeier, Eyke. “Rejoinder on "Learning from Imprecise and Fuzzy Observations: Data Disambiguation through Generalized Loss Minimization.” Int. J. Approx. Reasoning, vol. 55, no. 7, 2014, pp. 1609–13.
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[109]
2014 | Journal Article | LibreCat-ID: 10311
Senge, Robin, et al. “Reliable Classification: Learning Classifiers That Distinguish Aleatoric and Epistemic Uncertainty.” Information Sciences, vol. 255, 2014, pp. 16–29.
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[108]
2014 | Journal Article | LibreCat-ID: 10316
Krempl, G., et al. “Open Challenges for Data Stream Mining Research.” SIGKDD Explorations, vol. 16, no. 1, 2014, pp. 1–10.
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[107]
2014 | Journal Article | LibreCat-ID: 10296
Shaker, Ammar, and Eyke Hüllermeier. “Survival Analysis on Data Streams: Analyzing Temporal Events in Dynamically Changing Environments.” Applied Mathematics and Computer Science, vol. 24, no. 1, 2014, pp. 199–212.
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[106]
2013 | Conference Paper | LibreCat-ID: 13119
Henzgen, Sascha, et al. “Rule Chains for Visualizing Evolving Fuzzy Rule-Based Systems.” In Proceedings CORES 2013, 8th International Conference on Computer Recognition Systems, Wroclaw, Poland, edited by R. Burduk et al., Springer, 2013, pp. 279–88.
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[105]
2013 | Conference Paper | LibreCat-ID: 13190
Shaker, Ammar, and Eyke Hüllermeier. “Recovery Analysis for Adaptive Learning from Non-Stationary Data Streams.” In Proceedings CORES 2013, 8th International Conference on Computer Recognition Systems, Wroclaw, Poland, edited by R. Burduk et al., Springer, 2013, pp. 289–98.
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[104]
2013 | Conference Paper | LibreCat-ID: 13115
Szarvas, G., et al. “Learning to Rank Lexical Substitutions.” In Proceedings EMNLP-2013 Conference on Empirical Methods in Natural Language Processing, Seattle, USA, 2013.
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[103]
2013 | Conference Paper | LibreCat-ID: 13116
Dembczynski, K., et al. “Optimizing the F-Measure in Multi-Label Classification: Plug-in Rule Approach versus Structured Loss Minimization.” In Proceedings ICML-2013, 30th International Conference on Machine Learning, Atlanta, USA, edited by S. Dasgupta and D. McAllester, 2013, pp. 1130–38.
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[102]
2013 | Conference Paper | LibreCat-ID: 15112
Fallah Tehrani, A., and Eyke Hüllermeier. “Ordinal Choquistic Regression .” In Proceedings EUSFLAT-2013 8th International Conference on the European Society for Fuzzy Logic and Technology, Milano, Italy, edited by J. Montero et al., Atlantis Press, 2013.
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[101]
2013 | Conference Paper | LibreCat-ID: 13117
Busa-Fekete, Robert, et al. “Top-k Selection Based on Adaptive Sampling of Noisy Preferences.” In Proceedings ICML-2013, 30th International Conference on Machine Learning, Atlanta, USA, edited by S. Dasgupta and D. McAllester, 2013, pp. 1094–102.
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[100]
2013 | Conference Paper | LibreCat-ID: 15113
Nasiri, N., et al. “Fuzzy Pattern Trees as an Alternative to Rule-Based Fuzzy Systems: Knowledge-Driven, Data-Driven and Hybrid Modeling of Colour Yield in Poyester Dyeing, Edmonton, Canada.” In Proceedings IFSA-2013 World Congress of the International Fuzzy Systems Association, Edmonton, Canada, 2013, pp. 715–21.
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[99]
2013 | Conference Paper | LibreCat-ID: 13118
Hüllermeier, Eyke, and W. Cheng. “Preference-Based CBR: General Ideas and Basic Principles.” In Proceedings IJCAI-13, 23rd International Joint Conference on Artificial Intelligence, Beijing, China, edited by F. Rossi, AAAI Press, 2013, pp. 3012–16.
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[98]
2012 | Conference Paper | LibreCat-ID: 13191
Cheng, W., and Eyke Hüllermeier. “Probability Estimation for Mulit-Class Classification Based on Label Ranking.” Proceedings ECML/PKDD-2012, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Bristol, UK, 2012.
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[97]
2012 | Conference Paper | LibreCat-ID: 13192
Dembczynski, K., et al. “Consistent Multilabel Ranking through Univariate Loss Minimization.” In Proceedings ICML-2012,  International Conference on Machine Learning, Edinburgh, Scotland, edited by J. Langford and J. Pineau, 2012.
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2012 | Conference Paper | LibreCat-ID: 15299
Leinweber, M., et al. “GPU-Based Cloud Computing for Comparing the Structure of Protein Binding Sites.” In Proceedings IEEE Conference on Digital Ecosystem Technologies-Complex Environment Engineering Campione D`Italia, Italy, 2012.
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2012 | Conference Paper | LibreCat-ID: 13193
Dembczynski, K., et al. “An Analysis of Chaining in Multi-Label Classification.” In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France , IOS Press, 2012, pp. 294–99.
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2012 | Conference Paper | LibreCat-ID: 13120
Cheng, W., et al. “Label Ranking with Partial Abstention Based on Thresholded Probalistic Models.” In Proceedings NIPS-2012, 26th Annual Conference on Neural Information Processing Systems, Lake Tahoe, Nevada, USA, 2012.
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[93]
2012 | Conference Paper | LibreCat-ID: 15114
Hüllermeier, Eyke, and A. Fallah Tehrani. “On the VC Dimension of the Choquet Integral.” In Proceedings IPMU-2012 14th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Part 1, Catania, Italy, 2012.
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[92]
2011 | Conference Paper | LibreCat-ID: 13195
Cheng, W., et al. “Preference-Based Policy Iteration: Leveraging Preference Learning for Reinforcement Learning.” Proceedings ECML/PKDD-2011, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Athens, Greece, , 2011.
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2011 | Conference Paper | LibreCat-ID: 15115
Nasiri, M., et al. “Comparing Methods for Knowledge-Driven and Data-Driven Fuzzy Modeling: A Case Study in Textile Industry.” In Proceedings IFSA-2011 World Congress of the International Fuzzy Systems Association, Surabaya and Bali Island, Indonesia, 2011, p. RW-103-1-6.
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[90]
2011 | Conference Paper | LibreCat-ID: 13196
Fürnkranz, J., and Eyke Hüllermeier. “Learning from Label Preferences.” In Proceedings DS-2011, 14th International  Conference on Discovery Science, Number 6926 in LNAI, edited by T. Elomaa et al., Springer, 2011, pp. 2–17.
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[89]
2011 | Conference Paper | LibreCat-ID: 13588
Kotlowski, W., et al. “Bipartite Ranking through Minimization of Univariate Loss.” In Proceedings ICML-2011, 28th International Conference on Machine Learning, Washington, USA, 2011.
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[88]
2011 | Conference Paper | LibreCat-ID: 15116
Lughofer, E., and Eyke Hüllermeier. “On-Line Redundancy Deletion in Evolving Fuzzy Regression Models Using a Fuzzy Inclusion Measure.” In Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-Les-Bains, France, edited by S. Galichet et al., 2011, pp. 380–87.
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[87]
2011 | Conference Paper | LibreCat-ID: 13197
Fallah Tehrani, A., et al. “Learning  Monotone Nonlinear Models Using the Choquet Integral.” In Proceedings ECML/PKDD-2011, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Athens, Greece, 2011.
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[86]
2011 | Conference Paper | LibreCat-ID: 15117
Fallah Tehrani, A., et al. “Choquistic Regression: Generalizing Logistic Regression Using the Choquet Integral.” In Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-Les-Bains, France, 2011, pp. 868–75.
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[85]
2011 | Conference Paper | LibreCat-ID: 13198
Hüllermeier, Eyke, and P. Schlegel. “Preference-Based CBR: First Steps toward a Methodological Framework.” In Proceedings ICCBR-2011, 19th International Conference on Case-Based Reasoning, Number 6880 in LNAI, edited by A. Ram and N. Wiratunga, Springer, 2011, pp. 77–91.
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[84]
2011 | Conference Paper | LibreCat-ID: 13194
Dembczynski, K., et al. “An Exact Algorithm for F-Measure Maximization.” In Proceedings NIPS-2011, 25th Annual Conference on Neural Information Processing Systems, Granada, Spain, 2011.
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[83]
2010 | Conference Paper | LibreCat-ID: 13594
Cheng, W., et al. “Predicting Partial Orders: Ranking with Abstention.” In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain, 2010.
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[82]
2010 | Conference Paper | LibreCat-ID: 13590
Cheng, W., et al. “Label Ranking Based on the Plackett-Luce Model.” In Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel, edited by J. Fürnkranz and T. Joachims, 2010, pp. 215–22.
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[81]
2010 | Conference Paper | LibreCat-ID: 13589
Dembczynski, K., et al. “Bayes Optimal Multilabel Classification via Probalistic Classifier Chains.” In Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel, edited by J. Fürnkranz and T. Joachims, 2010, pp. 279–86.
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2010 | Conference Paper | LibreCat-ID: 13591
Cheng, W., et al. “Graded Multi-Label Classification: The Ordinal Case.” In Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel, edited by J. Fürnkranz and T. Joachims, 2010.
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[79]
2010 | Conference Paper | LibreCat-ID: 13597
Hüllermeier, Eyke. “Uncertainty in Clustering and Classification .” In Proceedings SUM 2010, International Conference on Scalable Uncertainty Management , vol. 6379, no. LNCS, Springer, 2010, pp. 16–19.
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[78]
2010 | Conference Paper | LibreCat-ID: 15118
Fober, T., and Eyke Hüllermeier. “Similarity Measures for Protein Structures Based on Fuzzy Histogram Comparison.” In Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain, 2010.
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[77]
2010 | Conference Paper | LibreCat-ID: 13593
Dembczynski, K., et al. “Regret Analysis for Performance Metrics in Multi-Label Classification: The Case of Hamming and Subset Zero-One Loss.” In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain, 2010.
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[76]
2010 | Conference Paper | LibreCat-ID: 15119
Senge, Robin, and Eyke Hüllermeier. “Pattern Trees for Regression and Fuzzy Systems Modeling.” In Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain, 2010.
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[75]
2009 | Conference Paper | LibreCat-ID: 15196
Hüllermeier, Eyke, and M. Rifqi. “A Fuzzy Variant of the Rand Index for Comparing Clustering Structures.” In Proceedings IFSA / EUSFLAT-2009 World Congress of  the Fuzzy Systems Association, Lissabon, Portugal, 2009, pp. 1294–98.
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[74]
2009 | Conference Paper | LibreCat-ID: 13595
Cheng, W., et al. “Decision Tree and Instance-Based Learning for Label Ranking.” In Proceedings ICML-2009, 26th International Conference on Machine Learning, Montreal, Canada, 2009, pp. 161–68.
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[73]
2009 | Conference Paper | LibreCat-ID: 13596
Fürnkranz, J., et al. “Binary Decomposition Methods for Multipartite Ranking.” In Proceedings ECML/PKDD-2009, European Conference on Machine Learning and Principles and Knowledge Discovery in Databases, Bled Sloveniaery in Databases, Bled, Slovenia, 2009.
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2009 | Conference Paper | LibreCat-ID: 15120
Fober, T., et al. “Efficient Construction of Multiple Geometrical Alignments for the Comparison of Protein Binding Sites.” In Proceedings ISDA-2009, 9th International Conference on Intelligent Systems Design and Applications, Pisa, Italy, 2009, pp. 1251–56.
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[71]
2009 | Conference Paper | LibreCat-ID: 13598
Cheng, W., and Eyke Hüllermeier. “A New Instance-Based Label Ranking Approach Using the Mallows Model. In Advances in Neural Networks.” In Proceedings 6th International Symposium on Neural Networks, Wuhan, China, no. LNCS 5551, Springer, 2009, pp. 707–16.
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[70]
2009 | Conference Paper | LibreCat-ID: 15195
Fober, T., and Eyke Hüllermeier. “Fuzzy Modeling of Labeled Point Cloud Superposition  for the Comparison of Protein Binding Sites.” In Proceedings IFSA / EUSFLAT-2009 World Congress of  the Fuzzy Systems Association, Lissabon, Portugal, 2009, pp. 1299–304.
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2008 | Conference Paper | LibreCat-ID: 13599
Hüllermeier, Eyke, et al. “Supporting Case-Based Retrieval by Similarity Skylines: Basic Concepts and Extensions.” In Proceedings ECCBR-2008 9th European Conference on Case-Based  Reasoning, Trier, Germany, edited by K.D. Althoff et al., no. LNAI 5239, 2008, pp. 240–54.
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[68]
2008 | Conference Paper | LibreCat-ID: 13600
Cheng, W., and Eyke Hüllermeier. “Learning Similarity Functions from Qualitative Feedback.” In Proceedings ECCBR-2008 9th European Conference on Case-Based  Reasoning, Trier, Germany, edited by K.D. Althoff et al., no. LNAI 5239, Springer, 2008, pp. 120–34.
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[67]
2007 | Conference Paper | LibreCat-ID: 14833
Brinker, K., and Eyke Hüllermeier. “Label Ranking in Case-Based Reasoning.” In Proceedings ICCBR-2007, 7th International Conference on Case-Based Reasoning, Belfast, Northern Ireland, edited by M. Richter and R. Weber, vol. 4626, Springer, 2007, pp. 77–91.
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[66]
2007 | Conference Paper | LibreCat-ID: 14834
Beringer, J., and Eyke Hüllermeier. “Efficient Instance-Based Learning on Data Streams.” In Proceedings ICDM-2007, International Conference on Industrial Data Mining, Leipzig, edited by P. Perner, Springer, 2007, pp. 34–48.
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2007 | Conference Paper | LibreCat-ID: 15197
Hüllermeier, Eyke, and K. Brinker. “Fuzzy-Relational Classificaton : Combining Pairwise Decomposition Techniques with Fuzzy Preference Modeling.” In Proceedings EUSFLAT-2007 5th International Conference on the European Society for Fuzzy Logic and Technology, Ostrava, Czech Republic, vol. 1, 2007, pp. 353–60.
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[64]
2007 | Conference Paper | LibreCat-ID: 14835
Brinker, K., and Eyke Hüllermeier. “Case-Based Multilabel Ranking.” In Proceedings IJCAI-07, 20th International Joint Conference on Artificial Intelligence, Hyerabad, India, January 2007, 2007, pp. 701–07.
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2007 | Conference Paper | LibreCat-ID: 15198
Beringer, J., and Eyke Hüllermeier. “Adaptive Optimization of the Number of Clusters in Fuzzy Clustering, London 2007.” In Proceedings FUZZ-IEEE-07, IEEE International Conference on Fuzzy Systems, 2007.
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[62]
2007 | Conference Paper | LibreCat-ID: 15199
Hüllermeier, Eyke, et al. “Graph Alignment: Fuzzy Pattern Mining for the Structural Analysis of Protein Active Sites.” In Proceedings FUZZ-IEEE-07, IEEE International Conference on Fuzzy Systems, London, 2007.
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2007 | Conference Paper | LibreCat-ID: 13601
Sulzmann, J. N., et al. “On Pairwise Naive Bayes Classifiers.” In Proceedings ECML-2007, 17th European Conference on Machine Learning, Warsawa, Poland, Springer, 2007.
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[60]
2007 | Conference Paper | LibreCat-ID: 14832
Hüllermeier, Eyke, and J. Fürnkranz. “On Minimizing the Position Error in Label Ranking.” In Proceedings ECML-2007, 17th European Conference on Machine Learning, Warsawa, Poland, September 2007, Springer, 2007.
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2006 | Conference Paper | LibreCat-ID: 14838
Brinker, K., et al. “A Unified Model for Multilabel Classification and Ranking.” In Proceedings ECAI-2006, 17th European Conference on Artificial Inteligence, Riva Del Garda, Italy, edited by G. Brewka et al., 2006, pp. 489–93.
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2006 | Conference Paper | LibreCat-ID: 15201
Hüllermeier, Eyke. “Integrating Instance-Based Learning and Logistic Regression.” In Proceedings IPMU-2006 11th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Paris, France, 2006.
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2006 | Conference Paper | LibreCat-ID: 15213
Hüllermeier, Eyke. “The Choquet Integral as an Aggregation Operator in Case-Based Learning.” In Proceeding of the International Conference on Computational Intelligence, 9th Fuzzy Days, Dortmund, edited by B. Reusch, Springer, 2006, pp. 615–28.
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2006 | Conference Paper | LibreCat-ID: 14836
Bade, K., et al. “Hierarchical Classification by Expected Utility Maximization.” In Proceedings ICDM-2006, IEEE International Conference on Data Mining, IEEE Computer Society Press, 2006, pp. 43–52.
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2006 | Conference Paper | LibreCat-ID: 14837
Brinker, K., and Eyke Hüllermeier. “Case-Based Label Ranking.” In Proceedings ECML-2006, 17th European Conference on Machine Learning, Berlin September 2006, Springer, 2006, pp. 566–73.
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[54]
2005 | Conference Paper | LibreCat-ID: 14840
Hüllermeier, Eyke, and J. Fürnkranz. “Learning Label Preferences: Ranking Error versus Position Error.” In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid, edited by A. Famili et al., vol. 3646, Springer, 2005, pp. 180–91.
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2005 | Conference Paper | LibreCat-ID: 15216
Yi, Y., and Eyke Hüllermeier. “Learning Complexity-Boundet Rule-Based Classifiers by Combining Association Analysis and Genetic Algorithms.” In Proceedings EUSFLAT-2005 4th International Conference on the European Society for Fuzzy Logic and Technology,  Barcelona, Spain, 2005.
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2005 | Conference Paper | LibreCat-ID: 14841
Hüllermeier, Eyke, and J. Beringer. “Learning from Ambiguously Labeled Examples.” In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid, edited by A. Famili et al., vol. 3646, Springer, 2005, pp. 168–79.
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2005 | Conference Paper | LibreCat-ID: 14839
Hüllermeier, Eyke, and Cho-k NN. “A Method for Combining Interacting Pieces of Evidence in Case-Based Learning.” In Proceedings IJCAI-05, 19th International Joint Conference on Artificial Intelligence, Edingburgh, Scotland, edited by L. Kaelbling and A. Saffiotti, 2005, pp. 3–8.
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2005 | Conference Paper | LibreCat-ID: 15105
Dubois, D., and Eyke Hüllermeier. “A Notion of Comarative Probabilistic Entroy Based on the Possibilistic Specificity Ordering.” In Proceedings ECSQARU-2005, 8th European Conference of Symbolic and Quantitative Approaches to Reasoning with Uncertainty, Barcelona, Spain, 2005.
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2005 | Conference Paper | LibreCat-ID: 15214
Karimi, I., and Eyke Hüllermeier. “A Fuzzy-Probablistic Risk Assessment System for Natural Disasters.” In Proceedings IFSA-2005, 11th  World Congress of the International Fuzzy System Association, Beijing, China, 2005, pp. 1147–53.
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[48]
2005 | Conference Paper | LibreCat-ID: 15215
Lughofer, E., et al. “Improving the Interpretability of Data-Driven Evolving Fuzzy Systems.” In Proceedings EUSFLAT-2005 4th International Conference on the European Society for Fuzzy Logic and Technology, Barcelona, Spain, 2005.
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2004 | Conference Paper | LibreCat-ID: 15217
Hüllermeier, Eyke, and J. Fürnkranz. “Comparison of Ranking Procedures in Pairwise Preference Learning.” In Proceedings IPMU-2004 10th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Perugia, Italy, 2004.
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2004 | Conference Paper | LibreCat-ID: 14842
Hüllermeier, Eyke. “Instance-Based Prediction with Guaranteed Confidence.” In Proceedings ECAI-2004, 16th European Conference on Artificial Inteligence, Valencia, Spain, edited by R. Lopez de Mantaras and L. Saitta, IOS Press, 2004, pp. 97–101.
LibreCat
 
[45]
2004 | Conference Paper | LibreCat-ID: 15218
Hüllermeier, Eyke, and J. Fürnkranz. “Ranking by Pairwise Comparison: A Note on Risk Minimization.” In Proceedings FUZZ-IEEE-04, IEEE International Conference on Fuzzy Systems, Budapest, Hungary, 2004.
LibreCat
 
[44]
2004 | Conference Paper | LibreCat-ID: 15220
Hüllermeier, Eyke, and J. Beringer. “Learning Decision Rules from Positive and Negative Preferences.” In Proceedings IPMU-2004 10th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Perugia, Italy, 2004.
LibreCat
 
[43]
2004 | Conference Paper | LibreCat-ID: 15219
Karimi, I., et al. “An Earthquake Risk Assessment Method Based on Fuzzy Probability.” In Proceedings 6th International FLINS Conference on Applied  Computational Intelligence, Duinse Polders, Blankenberg,Belgien, 2004.
LibreCat
 
[42]
2003 | Conference Paper | LibreCat-ID: 15223
Hüllermeier, Eyke. “Inducing Fuzzy Concepts through Extended Version Space Learning.” In Proceedings IFSA-03 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey, edited by T. Bilgic et al., vol. 2715, Springer, 2003, pp. 648–77.
LibreCat
 
[41]
2003 | Conference Paper | LibreCat-ID: 15065
Hüllermeier, Eyke. “Regularized Learning with Flexible Constraints.” In Proceddings IDA-03, 5th International Symposium on Intelligent Data Anaysis, edited by M.R. Berthold et al., vol. 2810, Springer, 2003.
LibreCat
 
[40]
2003 | Conference Paper | LibreCat-ID: 15066
Fürnkranz, J., and Eyke Hüllermeier. “Pairwise Preference Learning and Ranking.” In Proceedings ECML-2003, 13 Th European Conference on Machine Learning, Cavtat-Dubrovnik, Croatia, Springer, 2003.
LibreCat
 
[39]
2003 | Conference Paper | LibreCat-ID: 15221
Hüllermeier, Eyke. “Instance-Based Collaborative Filtering with Fuzzy Labels.” In Proceedings EUSFLAT-2003 3th International Conference on the European Society for Fuzzy Logic and Technology, Zittlau, Germany, 2003, pp. 468–73.
LibreCat
 
[38]
2003 | Conference Paper | LibreCat-ID: 15222
Dubois, D., et al. “A Note on Quality Measures for Fuzzy Association Rules.” In Proceedings IFSA-03 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey, edited by T. Bilgic et al., vol. 2715, Springer, 2003, pp. 648–77.
LibreCat
 
[37]
2002 | Conference Paper | LibreCat-ID: 15064
De Calmès, M., et al. “A Fuzzy Set Approach to Flexible Case-Based Querying: Methodology and Experimentation.” In Proceedings KR-02, 8th International Conference on Principles of Knowledge Representation and Reasoning, France, edited by D. Fensel et al., Morgan Kaufmann, 2002, pp. 449–58.
LibreCat
 
[36]
2002 | Conference Paper | LibreCat-ID: 15228
De Calmès, M., et al. “Case-Based Quering and Prediction: A Fuzzy Set Approach.” In Proceedings FUZZ-IEEE-02, IEEE International Conference on Fuzzy Systems, Honolulu, Hawaii, 2002, pp. 735–40.
LibreCat
 
[35]
2002 | Conference Paper | LibreCat-ID: 14843
Hüllermeier, Eyke. “On the Representation and Combination of Evidence in Instance-Based Learning.” In Proceedings ECAI-2002, 15th European Conference on Artificial Intelligence, Lyon, France, IOS Press, 2002, pp. 360–64.
LibreCat
 
[34]
2002 | Conference Paper | LibreCat-ID: 15098
Hüllermeier, Eyke. “Association Rules for Expressing Gradual Dependencies.” In Proceedings PKDD-02  6th European Conference on Principles and Practise of Knowledge Discovery in Databases, Helsinki, Finland, Springer, 2002, pp. 200–11.
LibreCat
 
[33]
2002 | Conference Paper | LibreCat-ID: 15101
Hüllermeier, Eyke. “Possibilistic Induction in Decision Tree Learning.” In Proceedings ECML-02, 13th European Conference on Machine Learning, Helsinki Finland, Springer, 2002, pp. 173–84.
LibreCat
 
[32]
2002 | Conference Paper | LibreCat-ID: 15226
Hüllermeier, Eyke. “Mining Implication-Based Fuzzy Association Rules in Databases.” In Proceedings IPMU-2002 9th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems,Annecy, France, 2002, pp. 101–08.
LibreCat
 
[31]
2002 | Conference Paper | LibreCat-ID: 15227
Hüllermeier, Eyke. “Exploiting Similarity and Experience in Decision Making.” In Proceedings FUZZ-IEEE-02, IEEE International Conference on Fuzzy Systems, Honolulu, Hawaii, 2002, pp. 729–34.
LibreCat
 
[30]
2001 | Conference Paper | LibreCat-ID: 15230
Dubois, D., et al. “Toward the Representation of Implication-Based Fuzzy Rules in Terms of Crisp Rules.” In Proceedings IFSA/NAFIPS-2001  Joint 9th World Congress of the International Fuzzy Systems Association and 20th Internatinonal Conference of the North American Fuzzy Information Processing Society, Vancouver, Canada, 2001, pp. 1592–97.
LibreCat
 
[29]
2001 | Conference Paper | LibreCat-ID: 15300
Hüllermeier, Eyke. “Experience-Based Decision Making and Learning from Examples.” In Proceedings SOR-01 Symposium on Operations Research, Duisburg, Germany, Springer, 2001.
LibreCat
 
[28]
2001 | Conference Paper | LibreCat-ID: 15229
Hüllermeier, Eyke. “Fuzzy Association Rules: Semantic Issues and Quality Measures.” In Proceedings of the International Conference on Computational Intelligence 7th Fuzzy Days, Dortmund, Germany, edited by B. Reusch, vol. 2206, Springer, 2001, pp. 380–91.
LibreCat
 
[27]
2001 | Conference Paper | LibreCat-ID: 15106
Hüllermeier, Eyke. “Implication-Based Fuzzy Association Rules.” In Proceedings PKDD-01  5th European Conference on Principles and Practise of Knowledge Discovery in Databases, Freiburg, Germany, edited by De. Raedt and A. Siebes, vol. 2168, Springer, 2001, pp. 241–52.
LibreCat
 
[26]
2000 | Conference Paper | LibreCat-ID: 14845
Hüllermeier, Eyke. “Focusing Search by Using Problem Solving Experience.” In Proceedings ECAI-2000, 14th European Conference on Artificial Inteligence, Berlin, Germany, edited by W. Horn, IOS Press, 2000, pp. 55–59.
LibreCat
 
[25]
2000 | Conference Paper | LibreCat-ID: 15108
Hüllermeier, Eyke. “A Method for Predicting Solutions in Case-Based Problem Solving.” In Proceedings EWCBR-2000, 5th European Workshop on Case-Based Reasoning, Trento, Italy, edited by E. Blanzieri and L. Portinale, Springer, 2000, pp. 124–35.
LibreCat
 
[24]
2000 | Conference Paper | LibreCat-ID: 15109
Dubois, D., et al. “Flexible Control of Case-Based Prediction in the Framework of Possibility Theory.” In Proceedings EWCBR-2000, 5th European Workshop on Case-Based Reasoning, Trento, Italy, edited by E. Blanzieri and L. Portinale, Springer, 2000, pp. 61–73.
LibreCat
 
[23]
2000 | Conference Paper | LibreCat-ID: 15231
Hüllermeier, Eyke, et al. “Knowledge-Based Extrapolution of Cases: A Possibilistic Approach.” In Proceedings IPMU-2000 8th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Madrid, Spain, 2000, pp. 1575–82.
LibreCat
 
[22]
2000 | Conference Paper | LibreCat-ID: 15301
Hüllermeier, Eyke. “Fuzzy Dynamics: Methodological Framework and Applications of Compartmental Modeling.” In Proceedings CASYS-2000, 4th International Conference on Computing Anticipatory Systems Liège, Belgium, edited by D.M. Dubois, 2000.
LibreCat
 
[21]
2000 | Conference Paper | LibreCat-ID: 15302
Gueroguieva, I., et al. “In Vitro-in Vivo Hepatic Clearance Prediction Using Fuzzy Sets.” In Proceedings EUFEPS-2000, 6th European Congress of Pharmaceutical Sciences, Supplement 1 , vol. 11, 2000, p. S22.
LibreCat
 
[20]
2000 | Conference Paper | LibreCat-ID: 14844
Hüllermeier, Eyke. “Similarity-Based Inference as Evidential Reasoning.” In Proceedings ECAI-2000, 14th European Conference on Artificial Inteligence, Berlin, Germany, edited by W. Horn, IOS Press, 2000, pp. 50–54.
LibreCat
 
[19]
2000 | Conference Paper | LibreCat-ID: 15063
Hüllermeier, Eyke. “Change Detection in Heuristic Search.” Proceedings AAAI 2000, 17th National Conference on Artificial Intelligence, Austin, Texas, 2000, pp. 898–903.
LibreCat
 
[18]
1999 | Conference Paper | LibreCat-ID: 15232
Hüllermeier, Eyke, et al. “Extensions of a Qualitative Approach to Case-Based Decision Making: Unvertainty and Fuzzy Quantification in Act Evaluation.” In Proceedings EUFIT-99 7th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, edited by H.J. Zimmermann, 1999.
LibreCat
 
[17]
1999 | Conference Paper | LibreCat-ID: 15062
Hüllermeier, Eyke. “Toward a Probabilistic Formalization of Case-Based Inference.” In Proceedings IJCAI-99, 16th International Joint Conference on Artificial Intelligence, Stockholm, Sweden, edited by T. Dean, Morgan Kaufmann, 1999, pp. 248–53.
LibreCat
 
[16]
1999 | Conference Paper | LibreCat-ID: 15233
Hüllermeier, Eyke. “Toward Models of Case-Based Decision Making.” In Proceedings EUFIT-99 7th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, edited by H.J. Zimmermann, 1999.
LibreCat
 
[15]
1999 | Conference Paper | LibreCat-ID: 15107
Hüllermeier, Eyke. “Exploiting Similarity for Supporting Data Analysis and Problem Solving.” In Proceedings IDA-1999, 3th International Symposium on Intelligent Data Analysis, Amsterdam, Netherlands, edited by D.J. Hand et al., vol. 1642, Springer, 1999, pp. 257–68.
LibreCat
 
[14]
1999 | Conference Paper | LibreCat-ID: 15234
Hüllermeier, Eyke. “A Possibilistic Formalization of Case-Based Reasoning and Decision Making.” In Proceedings of the 6th International Conference on Computational Intelligence, Dortmund, Germany, edited by B. Reusch, vol. 1625, Springer, 1999, pp. 411–20.
LibreCat
 
[13]
1998 | Conference Paper | LibreCat-ID: 15287
Hüllermeier, Eyke. “Fuzzy Dynamics of Compartmental Systems.” In Proceedings EUFIT-98 6th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, edited by H.J. Zimmermann, 1998.
LibreCat
 
[12]
1998 | Conference Paper | LibreCat-ID: 15288
Hüllermeier, Eyke, and C. Giersch. “Fuzzy Sets and Modelling of Uncertainty in Biological Systems.” In Proceedings IPMU-98 7th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Paris, La Sorbonne, Editions E.D.K., 1998, pp. 1857–64.
LibreCat
 
[11]
1998 | Conference Paper | LibreCat-ID: 15303
Hüllermeier, Eyke. “Numerical Solutions for Fuzzy Initial Value Problems.” In Proceedings CESA-98, IMACS Multiconference on Computaional Engineering in Systems Applications, Symposium on Applied Mathematics and Optimization, Nabeul-Hammamet, Tunesia, edited by P. Borne et al., 1998.
LibreCat
 
[10]
1998 | Conference Paper | LibreCat-ID: 15289
Hüllermeier, Eyke. “A Bayesian Approach to Case-Based Probalistic Reasoning.” In Proceedings IPMU-98 7th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Paris, La Sorbonne, Editions E.D.K., 1998, pp. 1296–303.
LibreCat
 
[9]
1997 | Conference Paper | LibreCat-ID: 15290
Hüllermeier, Eyke. “Hierarchical  Propagation of Uncertain Constraints.” In Proceedings EUFIT-97 5th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, edited by H.J. Zimmermann, 1997, pp. 953–57.
LibreCat
 
[8]
1997 | Conference Paper | LibreCat-ID: 15291
Hüllermeier, Eyke. “Approximation of Fuzzy Functions.” In Proceedings 4.Internationaler Workshop Fuzzy-Neuro-Systeme. Soest Germany, edited by A. Grauel et al., 1997, pp. 374–81.
LibreCat
 
[7]
1996 | Conference Paper | LibreCat-ID: 15292
Hüllermeier, Eyke. “Approminate Probabilistic Reasoning with Fuzzy Constraints.” In Proceedings EUFIT-96 4th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, edited by H.J. Zimmermann, 1996.
LibreCat
 
[6]
1996 | Conference Paper | LibreCat-ID: 15293
Hüllermeier, Eyke. “A Fuzzy Simulation Method.” International Symposium on Soft Computing, Reading U.K., edited by P.G. Anderson and K. Warwick, ICSC Academic Press, 1996, pp. B230–36.
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[5]
1996 | Conference Paper | LibreCat-ID: 15304
Hüllermeier, Eyke. “Hierarchical Constraint Propagation Based on Interval Arithmetic.” In Proceedings Interval-96 International Conference on Interval Methods and Computer Aided Proofs in Science and Engineering, Würzburg, 1996, pp. 54–55.
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[4]
1995 | Conference Paper | LibreCat-ID: 15305
Hüllermeier, Eyke. “Fuzzy Polynomial and Spline Interpolation.” In Proceedings IMACS Symposium on Systems Analysis and Simulation, Berlin, Gordon and Breach Publishers, 1995, pp. 401–04.
LibreCat
 
[3]
1995 | Conference Paper | LibreCat-ID: 15294
Hüllermeier, Eyke. “Towards Modelling of Fuzzy Functions.” In Proceedings EUFIT-95 3rd European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, edited by H.J. Zimmermann, 1995, pp. 150–54.
LibreCat
 
[2]
1995 | Conference Paper | LibreCat-ID: 15295
Hüllermeier, Eyke. “Rule-Based Modelling in Fuzzy Simulation.” In Proceedings ISFL-95 International Symposium on Logic, Zürich, ICSC Academic Press, 1995, pp. B49–56.
LibreCat
 
[1]
1994 | Conference Paper | LibreCat-ID: 15296
Hüllermeier, Eyke. “Approximate Solution of a Linear Programming Problem Using a Modified Perceptron-Algorithm.” In Proceedings EUFIT-94 2nd European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, edited by H.J. Zimmermann, 1994, pp. 195–99.
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[234]
2019 | Journal Article | LibreCat-ID: 15002
Waegeman, Willem, et al. “Multi-Target Prediction: A Unifying View on Problems and Methods.” Data Mining and Knowledge Discovery, vol. 33, no. 2, 2019, pp. 293–324, doi:10.1007/s10618-018-0595-5.
LibreCat | DOI
 
[233]
2019 | Conference Paper | LibreCat-ID: 15007
Melnikov, Vitaly, and Eyke Hüllermeier. “Learning to Aggregate: Tackling the Aggregation/Disaggregation Problem for OWA.” Proceedings ACML, Asian Conference on Machine Learning (Proceedings of Machine Learning Research, 101), 2019, doi:10.1016/j.jmva.2019.02.017.
LibreCat | DOI
 
[232]
2019 | Conference Paper | LibreCat-ID: 15014
Hüllermeier, Eyke, et al. “Learning from Imprecise Data: Adjustments of Optimistic and Pessimistic Variants.” Proceedings SUM 2019, International Conference on Scalable Uncertainty Management, 2019.
LibreCat
 
[231]
2019 | Conference Paper | LibreCat-ID: 15003
Mortier, Thomas, et al. “Set-Valued Prediction in Multi-Class Classification.” Proceedings of the 31st Benelux Conference on Artificial Intelligence {(BNAIC} 2019) and the 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019), Brussels, Belgium, November 6-8, 2019, 2019.
LibreCat
 
[230]
2019 | Journal Article | LibreCat-ID: 15015
Henzgen, Sascha, and Eyke Hüllermeier. “Mining Rank Data.” ACM Transactions on Knowledge Discovery from Data, 2019, pp. 1–36, doi:10.1145/3363572.
LibreCat | DOI
 
[229]
2019 | Conference Paper | LibreCat-ID: 10232
Wever, Marcel Dominik, et al. Automating Multi-Label Classification Extending ML-Plan. 2019.
LibreCat | Files available
 
[228]
2019 | Book Chapter | LibreCat-ID: 15004
Ahmadi Fahandar, Mohsen, and Eyke Hüllermeier. “Feature Selection for Analogy-Based Learning to Rank.” Discovery Science, 2019, doi:10.1007/978-3-030-33778-0_22.
LibreCat | DOI
 
[227]
2019 | Conference Paper | LibreCat-ID: 15011
Tornede, Alexander, et al. “Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking.” Proceedings - 29. Workshop Computational Intelligence, Dortmund, 28. - 29. November 2019, edited by Frank Hoffmann et al., KIT Scientific Publishing, Karlsruhe, 2019, pp. 135–46.
LibreCat
 
[226]
2019 | Journal Article | LibreCat-ID: 10578
Tagne, V. K., et al. “Choice Functions Generated by Mallows and Plackett–Luce Relations.” New Mathematics and Natural Computation, vol. 15, no. 2, 2019, pp. 191–213.
LibreCat
 
[225]
2019 | Conference Abstract | LibreCat-ID: 8956
Hetzer, Alexander, et al. Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking. 2019.
LibreCat | Files available
 
[224]
2019 | Book Chapter | LibreCat-ID: 15005
Ahmadi Fahandar, Mohsen, and Eyke Hüllermeier. “Analogy-Based Preference Learning with Kernels.” KI 2019: Advances in Artificial Intelligence, 2019, doi:10.1007/978-3-030-30179-8_3.
LibreCat | DOI
 
[223]
2019 | Conference Abstract | LibreCat-ID: 8868
Wever, Marcel Dominik, et al. Towards Automated Machine Learning for Multi-Label Classification. 2019.
LibreCat | Files available
 
[222]
2019 | Conference Abstract | LibreCat-ID: 13132
Mohr, Felix, et al. “From Automated to On-The-Fly Machine Learning.” INFORMATIK 2019: 50 Jahre Gesellschaft Für Informatik – Informatik Für Gesellschaft, Gesellschaft für Informatik e.V., 2019, pp. 273–74.
LibreCat
 
[221]
2019 | Journal Article | LibreCat-ID: 15001
Couso, Ines, et al. “Fuzzy Sets in Data Analysis: From Statistical Foundations to Machine Learning.” IEEE Computational Intelligence Magazine, 2019, pp. 31–44, doi:10.1109/mci.2018.2881642.
LibreCat | DOI
 
[220]
2019 | Book Chapter | LibreCat-ID: 15006
Nguyen, Vu-Linh, et al. “Epistemic Uncertainty Sampling.” Discovery Science, 2019, doi:10.1007/978-3-030-33778-0_7.
LibreCat | DOI
 
[219]
2019 | Conference Paper | LibreCat-ID: 15013
Brinker, Klaus, and Eyke Hüllermeier. “A Reduction of Label Ranking to Multiclass Classification.” Proceedings ECML/PKDD, European Conference on Machine Learning and Knowledge Discovery in Databases, 2019.
LibreCat
 
[218]
2018 | Conference Paper | LibreCat-ID: 10184
Schäfer, Dirk, and Eyke Hüllermeier. “Preference-Based Reinforcement Learning Using Dyad Ranking.” Proc. 21st Int. Conference on Discovery Science (DS), 2018, pp. 161–75.
LibreCat
 
[217]
2018 | Conference Paper | LibreCat-ID: 3852
Wever, Marcel Dominik, et al. “ML-Plan for Unlimited-Length Machine Learning Pipelines.” ICML 2018 AutoML Workshop, 2018.
LibreCat | Files available | Download (ext.)
 
[216]
2018 | Conference Paper | LibreCat-ID: 2479
Mohr, Felix, et al. “(WIP) Towards the Automated Composition of Machine Learning Services.” SCC, IEEE, 2018, doi:10.1109/SCC.2018.00039.
LibreCat | Files available | DOI | Download (ext.)
 
[215]
2018 | Conference Paper | LibreCat-ID: 10153
Mohr, Felix, et al. “Reduction Stumps for Multi-Class Classification.” Proc. 17th Int. Symposium on Intelligent Data Analysis (IDA), 2018, pp. 225–37.
LibreCat
 
[214]
2018 | Conference Paper | LibreCat-ID: 15297
Hüllermeier, Eyke, et al. “Towards the Automated Composition of Machine Learning Services.” In Proceedings SCC 2018, IEEE International Conference of Services Computing, San Francisco, CA, USA, 2018, pp. 241–44.
LibreCat
 
[213]
2018 | Conference Paper | LibreCat-ID: 10185
Seemann, N., et al. “Supporting the Cognitive Process in Annotation Tasks.” Postersession Computerlinguistik Der 40. Jahrestagung Der Deutschen Gesellschaft Für Sprachwissenschaft, 2018.
LibreCat
 
[212]
2018 | Conference Paper | LibreCat-ID: 10154
Mohr, Felix, et al. “(WIP) Towards the Automated Composition of Machine Learning Services.” Proc. 15th Int. Conference on Services Computing (SCC), 2018, pp. 241–44.
LibreCat
 
[211]
2018 | Conference Paper | LibreCat-ID: 10192
Wever, Marcel Dominik, et al. “ML-Plan for Unlimited-Length Machine Learning Pipelines.” Int. Workshop on Automatic Machine Learning (AutoML) at ICML 2018, 2018.
LibreCat
 
[210]
2018 | Journal Article | LibreCat-ID: 10274
Melnikov, Vitaly, and Eyke Hüllermeier. “On the Effectiveness of Heuristics for Learning Nested Dichotomies: An Empirial Analysis.” Machine Learning, vol. 107, no. 8–10, 2018, pp. 1537–60.
LibreCat
 
[209]
2018 | Conference (Editor) | LibreCat-ID: 10591
Abiteboul, S., et al., editors. Research Directions for Principles of Data Management. Vol. 7, no. 1, 2018, pp. 1–29.
LibreCat
 
[208]
2018 | Conference Paper | LibreCat-ID: 15298
Mohr, Felix, et al. “On-the-Fly Service Construction with Prototypes.” In Proceedings SCC 2018, IEEE International Conference of Services Computing, San Francisco, CA, USA, 2018, pp. 225–32.
LibreCat
 
[207]
2018 | Conference Paper | LibreCat-ID: 10181
Nguyen, Vu-Linh, et al. “Reliable Multi-Class Classification Based on Pairwise Epistemic and Aleatoric Uncertainty.” Proc. 27th Int.Joint Conference on Artificial Intelligence (IJCAI), 2018, pp. 5089–95.
LibreCat
 
[206]
2018 | Conference Paper | LibreCat-ID: 2109
Wever, Marcel Dominik, et al. “Ensembles of Evolved Nested Dichotomies for Classification.” Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2018, Kyoto, Japan, July 15-19, 2018, ACM, 2018, doi:10.1145/3205455.3205562.
LibreCat | Files available | DOI | Download (ext.)
 
[205]
2018 | Conference Paper | LibreCat-ID: 2471
Mohr, Felix, et al. “On-The-Fly Service Construction with Prototypes.” SCC, IEEE Computer Society, 2018, doi:10.1109/SCC.2018.00036.
LibreCat | Files available | DOI | Download (ext.)
 
[204]
2018 | Book Chapter | LibreCat-ID: 6423
Schäfer, Dirk, and Eyke Hüllermeier. “Preference-Based Reinforcement Learning Using Dyad Ranking.” Discovery Science, Springer International Publishing, 2018, pp. 161–75, doi:10.1007/978-3-030-01771-2_11.
LibreCat | Files available | DOI
 
[203]
2018 | Conference Paper | LibreCat-ID: 10148
El Mesaoudi-Paul, Adil, et al. “Ranking Distributions Based on  Noisy Sorting.” Proc. 35th Int. Conference on Machine Learning (ICML), 2018, pp. 3469–77.
LibreCat
 
[202]
2018 | Conference Paper | LibreCat-ID: 3552
Mohr, Felix, et al. “Reduction Stumps for Multi-Class Classification.” Proceedings of the Symposium on Intelligent Data Analysis, doi:10.1007/978-3-030-01768-2_19.
LibreCat | Files available | DOI | Download (ext.)
 
[201]
2018 | Conference Paper | LibreCat-ID: 10151
Mohr, Felix, et al. “Programmatic Task Network Planning.” Proc. 1st ICAPS Workshop on Hierachical  Planning at the 28th Int. Conference on Automated Planning and Scheduling (ICAPS), 2018, pp. 31–39.
LibreCat
 
[200]
2018 | Conference Paper | LibreCat-ID: 10149
Hesse, M., et al. “A Reinforcement Learning Strategy for the Swing-Up of the Double Pendulum on a Cart.” Proc. 4th Int. Conference on System-Integrated Intelligence: Intelligent, Flexible and Connected Systems in Products and Production, Procedia Manufacturing 24, 2018, pp. 15–20.
LibreCat
 
[199]
2018 | Journal Article | LibreCat-ID: 10276
Schäfer, Dirk, and Eyke Hüllermeier. “Dyad Ranking Using Plackett-Luce Models Based on Joint Feature Representations.” Machine Learning, vol. 107, no. 5, 2018, pp. 903–41.
LibreCat
 
[198]
2018 | Book Chapter | LibreCat-ID: 10783
Couso, Ines, and Eyke Hüllermeier. “Statistical Inference for Incomplete Ranking Data: A Comparison of Two Likelihood-Based Estimators.” Frontiers in Computational Intelligence, edited by Sanaz Mostaghim et al., Springer, 2018, pp. 31–46.
LibreCat
 
[197]
2018 | Conference Paper | LibreCat-ID: 2857
Mohr, Felix, et al. “Programmatic Task Network Planning.” Proceedings of the 28th International Conference on Automated Planning and Scheduling, AAAI, 2018.
LibreCat | Files available | Download (ext.)
 
[196]
2018 | Conference Abstract | LibreCat-ID: 1379
Seemann, Nina, et al. “Supporting the Cognitive Process in Annotation Tasks.” Postersession Computerlinguistik der 40. Jahrestagung der Deutschen Gesellschaft für Sprachwissenschaft, edited by Kerstin Eckart and Dominik Schlechtweg, 2018.
LibreCat | Files available | Download (ext.)
 
[195]
2018 | Conference Paper | LibreCat-ID: 10152
Mohr, Felix, et al. “On-the-Fly Service Construction with Prototypes.” Proc. 15th Int. Conference on Services Computing (SCC), 2018, pp. 225–32.
LibreCat
 
[194]
2018 | Conference Paper | LibreCat-ID: 10145
Ahmadi Fahandar, Mohsen, and Eyke Hüllermeier. “Learning to Rank Based on Analogical Reasoning.” Proc. 32 Nd AAAI Conference on Artificial Intelligence (AAAI), 2018, pp. 2951–58.
LibreCat
 
[193]
2018 | Journal Article | LibreCat-ID: 10784
Mohr, Felix, et al. “ML-Plan: Automated Machine Learning via Hierarchical Planning.” Machine Learning, vol. 107, no. 8–10, 2018, pp. 1495–515.
LibreCat
 
[192]
2018 | Conference Paper | LibreCat-ID: 10188
Wever, Marcel Dominik, et al. “Ensembles of Evolved Nested Dichotomies for Classificaton.” Proc. Genetic and Evolutionary Computation Conference (GECCO), 2018, pp. 561–68.
LibreCat
 
[191]
2018 | Journal Article | LibreCat-ID: 3510
Mohr, Felix, et al. “ML-Plan: Automated Machine Learning via Hierarchical Planning.” Machine Learning, Springer, 2018, doi:10.1007/s10994-018-5735-z.
LibreCat | Files available | DOI | Download (ext.)
 
[190]
2017 | Conference Paper | LibreCat-ID: 1180
Wever, Marcel Dominik, et al. “Automatic Machine Learning: Hierachical Planning Versus Evolutionary Optimization.” 27th Workshop Computational Intelligence, 2017.
LibreCat | Files available | Download (ext.)
 
[189]
2017 | Conference Paper | LibreCat-ID: 10204
Ewerth, Ralph, et al. “Estimating Relative Depth in Single Images via Rankboost.” Proc. IEEE Int. Conf. on Multimedia and Expo (ICME 2017), 2017, pp. 919–24.
LibreCat
 
[188]
2017 | Conference Paper | LibreCat-ID: 10216
Shaker, Ammar, et al. “Learning TSK Fuzzy Rules from Data Streams.” Proceedings ECML/PKDD, European Conference on Machine Learning and Knowledge Discovery in Databases, Skopje, Macedonia, 2017.
LibreCat
 
[187]
2017 | Conference Paper | LibreCat-ID: 10209
Ahmadi Fahandar, Mohsen, and Eyke Hüllermeier. “Learning to Rank Based on Analogical Reasoning.” Proc. AAAI 2017, 32nd AAAI Conference on Artificial Intelligence, 2017.
LibreCat
 
[186]
2017 | Conference Paper | LibreCat-ID: 15110
Couso, Ines, et al. “Maximum Likelihood Estimation and Coarse Data.” In Proceedings SUM 2017, 11th International Conference on Scalable Uncertainty Management, Granada, Spain, Springer, 2017, pp. 3–16.
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Ahmadi Fahandar, Mohsen, et al. “Statistical Inference for Incomplete Ranking Data: The Case of Rank-Dependent  Coarsening.” Proc. 34th Int. Conf. on Machine Learning (ICML 2017), 2017, pp. 1078–87.
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Hoffmann, F., et al. (Hrsg.) Proceedings 27. Workshop Computational Intelligence, KIT Scientific Publishing, Karlsruhe, Germany 2017. 2017.
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Bräuning, M., et al. “Lexicographic Preferences for Predictive Modeling of Human Decision Making. A New Machine Learning Method with an Application  in Accounting.” European Journal of Operational Research, vol. 258, no. 1, 2017, pp. 295–306.
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2017 | Encyclopedia Article | LibreCat-ID: 10589
Fürnkranz, J., and Eyke Hüllermeier. “Preference Learning.” Encyclopedia of Machine Learning and Data Mining, 2017, pp. 1000–05.
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2017 | Conference Paper | LibreCat-ID: 15399
Czech, M., et al. “Predicting Rankings of Software Verification Tools.” In Proceedings ESEC/FSE Workshops 2017 - 3rd ACM SIGSOFT, International Workshop on Software Analytics (SWAN 2017), Paderborn Germany, 2017.
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2017 | Conference Paper | LibreCat-ID: 10213
Melnikov, Vitaly, and Eyke Hüllermeier. “Optimizing the Structure of Nested Dichotomies: A Comparison of Two Heuristics.” Proceedings 27. Workshop Computational Intelligence, Dortmund, Germany 2017, 2017, pp. 1–12.
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2017 | Conference Paper | LibreCat-ID: 10206
Mohr, Felix, et al. “Planning with Independent Task Networks.” Proc. 40th Annual German Conference on Advances in Artificial Intelligence (KI 2017), 2017, pp. 193–206.
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2017 | Journal Article | LibreCat-ID: 10268
Platenius, M. C., et al. “Imprecise Matching of Requirements Specifications for Software Services Using Fuzzy Logic.” IEEE Transactions on Software Engineering, vol. 43, no. 8, 2017, pp. 739–59.
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Wever, Marcel Dominik, et al. “Automatic Machine Learning: Hierarchical Planning Versus Evolutionary Optimization .” Proceedings 27. Workshop Computational Intelligence, Dortmund, Germany 2017, 2017, pp. 149–66.
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2017 | Conference Paper | LibreCat-ID: 10207
Czech, M., et al. “Predicting Rankings of Software Verification Tools.” Proc. 3rd ACM SIGSOFT Int. I Workshop on Software Analytics (SWAN@ESEC/SIGSOFT FSE 2017, 2017, pp. 23–26.
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2017 | Journal Article | LibreCat-ID: 10269
Hüllermeier, Eyke. “From Knowledge-Based to Data-Driven Modeling of Fuzzy Rule-Based Systems: A Critical Reflection.” The Computing Research Repository  (CoRR), abs/1712.00646, 2017.
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2017 | Conference Paper | LibreCat-ID: 15396
Wever, Marcel Dominik, et al. “Automatic Machine Learning: Hierarchical Planning versus Evolutionary Optimization.” In Proceedings 27th Workshop Computational Intelligence, Dortmund Germany, edited by F. Hoffmann et al., KIT Scientific Publishing, 2017, pp. 149–66.
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2017 | Conference Paper | LibreCat-ID: 10208
Couso, Ines, et al. “Maximum Likelihood Estimation and Coarse Data.” Proc. 11th Int. Conf. on Scalable Uncertainty Management (SUM 2017), 2017, pp. 3–16.
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2017 | Conference Paper | LibreCat-ID: 15397
Melnikov, Vitaly, and Eyke Hüllermeier. “Optimizing the Structure of Nested Dichotomies. A Comparison of Two Heuristics.” In Proceedings 27th Workshop Computational Intelligence, Dortmund Germany, edited by F. Hoffmann et al., KIT Scientific Publishing, 2017, pp. 1–12.
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2016 | Conference Paper | LibreCat-ID: 10228
Schäfer, Dirk, and Eyke Hüllermeier. “Preference-Based Reinforcement Learning Using Dyad Ranking.” Proceedings DA2PL ´2016, Euro Mini Conference from Multiple Criteria Decision Aid to Preference Learning, edited by Robert Busa-Fekete et al., 2016.
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2016 | Conference Paper | LibreCat-ID: 10223
Melnikov, Vitaly, and Eyke Hüllermeier. “Learning to Aggregate Using Uninorms,  in Proceedings ECML/PKDD-2016.” European Conference on Machine Learning and Knowledge Discovery in Databases, Part II, Riva Del Garda, Italy, 2016, pp. 756–71.
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2016 | Conference Paper | LibreCat-ID: 10230
Lu, S., and Eyke Hüllermeier. “Support Vector Classification on Noisy Data Using Fuzzy Supersets Losses.” Proceedings 26. Workshop Computational Intelligence, KIT Scientific Publishing, edited by F. Hoffmann et al., 2016, pp. 1–8.
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2016 | Journal Article | LibreCat-ID: 10266
Riemenschneider, M., et al. “Exploiting HIV-1 Protease and Reverse Transcriptase Cross-Resistance Information for Improved Drug Resistance Prediction by Means of Multi-Label Classification.” BioData Mining, vol. 9, no. 10, 2016.
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2016 | Encyclopedia Article | LibreCat-ID: 10785
Fürnkranz, J., and Eyke Hüllermeier. “Preference Learning.” Encyclopedia of Machine Learning and Data Mining, edited by C. Sammut and G.I. Webb, Springer, 2016.
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2016 | Conference Paper | LibreCat-ID: 15401
Schäfer, D., and Eyke Hüllermeier. “Preference -Based Reinforcement Learning Using Dyad Ranking.” In Proceedings DA2PL`2016 Euro Mini Conference From Multiple Criteria Decision Aid to Preference Learning, Paderborn, Germany, edited by R. Busa-Fekete et al., 2016.
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2016 | Conference Paper | LibreCat-ID: 10224
Dembczynski, K., et al. “Consistency of Probalistic Classifier Trees.” In Proceedings ECML/PKDD European Conference on Maschine Learning and Knowledge Discovery in Databases, Part II, Riva Del Garda, Italy, 2016, pp. 511–26.
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2016 | Conference Paper | LibreCat-ID: 10229
Couso, Ines, et al. “Statistical Inference for Incomplete Ranking Data: A Comparison of Two Likelihood-Based Estimators.” Proceedings DA2PL ´2016, Euro Mini Conference from Multiple Criteria Decision Aid to Preference Learning, edited by Robert Busa-Fekete et al., 2016.
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2016 | Conference Paper | LibreCat-ID: 10231
Schäfer, Dirk, and Eyke Hüllermeier. “Plackett-Luce Networks for Dyad Ranking.” In Workshop LWDA “Lernen, Wissen, Daten, Analysen,” 2016.
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2016 | Conference Paper | LibreCat-ID: 15111
Pfannschmidt, Karlson, et al. “Evaluating Tests in Medical  Diagnosis-Combining Machine Learning with Game-Theoretical Concepts.” In Proceedings IPMU 16th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Part 1, Eindhoven, The Netherlands, Springer, 2016, pp. 450–61.
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2016 | Conference Paper | LibreCat-ID: 15402
Couso, Ines, et al. “Statistical Inference for Incomplete Ranking Data: A Comparison of Two Likelihood-Based Estimators.” In Proceedings DA2PL 2016 EURO Mini Conference From Multiple Criteria Decision Aid to Preference Learning, Paderborn Germany, edited by R. Busa-Fekete et al., 2016.
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2016 | Conference Paper | LibreCat-ID: 10225
Shabani, Aulon, et al. “Predicting the Electricity Consumption of Buildings: An Improved CBR Approach.” In Proceedings ICCBR, 24th International Conference on Case-Based Reasoning, Atlanta, GA, USA, 2016, pp. 356–69.
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2016 | Conference (Editor) | LibreCat-ID: 10263
Kaminka, G. A., et al., editors. ECAI 2016, 22nd European Conference on Artificial Intelligence, Including PAIS 2016, Prestigious Applications of Artificial Intelligence. Vol. 285, IOS Press, 2016.
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2016 | Conference Paper | LibreCat-ID: 15403
Lu, S., and Eyke Hüllermeier. “Support Vector Classification on Noisy Data Using Fuzzy Superset Losses.” In Proceedings 26th Workshop Computational Intelligence, Dortmund Germany, edited by Eyke Hüllermeier et al., KIT Scientific Publishing, 2016, pp. 1–8.
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2016 | Conference Paper | LibreCat-ID: 10226
Pfannschmidt, Karlson, et al. “Evaluating Tests in Medical  Diagnosis-Combining Machine Learning with Game-Theoretical Concepts.” In Proceedings IPMU 16th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Part 1, Eindhoven, The Netherlands, Springer, 2016, pp. 450–61.
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[156]
2016 | Conference (Editor) | LibreCat-ID: 10221
Hoffmann, F., et al., editors. Proceedings 26. Workshop Computational Intelligence KIT Scientific Publishing, Karlsruhe, Germany. 2016.
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2016 | Journal Article | LibreCat-ID: 10264
Leinweber, M., et al. “CavSimBase: A Database for Large Scale Comparison of Protein Binding Sites.” IEEE Transactions on Knowledge and Data Engineering, vol. 28, no. 6, 2016, pp. 1423–34.
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2016 | Conference Paper | LibreCat-ID: 15404
Schäfer, D., and Eyke Hüllermeier. “Plackett-Luce Networks for Dyad Ranking.” In Workshop LWDA “Lernen, Wissen, Daten, Analysen” Potsdam, Germany, 2016.
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2016 | Conference Paper | LibreCat-ID: 10227
Labreuche, C., et al. “On the Identifiability of Models in Multi-Criteria Preference Learning .” Proceedings DA2PL ´2016, Euro Mini Conference from Multiple Criteria Decision Aid to Preference Learning, edited by Robert Busa-Fekete et al., 2016.
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2016 | Conference Paper | LibreCat-ID: 10222
Jasinska, K., et al. “Extreme F-Measure Maximization Using Sparse Probability Estimates .” Proceedings ICML-2016, 33th International Conference on Machine Learning, New York, USA, edited by M.F. Balcan and K.Q. Weinberger, 2016.
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2016 | Conference Paper | LibreCat-ID: 15400
Labreuche, C., et al. “On the Identifiability of Models  in Multi-Criteria Preference Learning.” In Proceedings DA2PL 2016 EURO Mini Conference From Multiple Criteria Decision Aid to Preference Learning, Paderborn Germany, edited by R. Busa-Fekete et al., 2016.
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2015 | Journal Article | LibreCat-ID: 4792
Senge, Robin, and Eyke Hüllermeier. “Fast Fuzzy Pattern Tree Learning for Classification.” IEEE Transactions on Fuzzy Systems, vol. 23, no. 6, Institute of Electrical and Electronics Engineers (IEEE), 2015, pp. 2024–33, doi:10.1109/tfuzz.2015.2396078.
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2015 | Conference Paper | LibreCat-ID: 10242
Szörényi, B., et al. “Online F-Measure Optimization.” In Advances in Neural Information Processing Systems 28 (NIPS 2015), 2015, pp. 595–603.
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2015 | Conference Paper | LibreCat-ID: 10235
Hoffmann, F., and Eyke Hüllermeier. Proceedings 25. Workshop Computational Intelligence KIT Scientific Publishing. 2015.
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2015 | Journal Article | LibreCat-ID: 10324
Senge, Robin, and Eyke Hüllermeier. “Fast Fuzzy Pattern Tree Learning of Classification.” IEEE Transactions on Fuzzy Systems, vol. 23, no. 6, 2015, pp. 2024–33.
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2015 | Conference Paper | LibreCat-ID: 15406
Schäfer, D., and Eyke Hüllermeier. “Preference-Based Meta-Learning Using Dyad Ranking: Recommending Algorithms in Cold-Start Situations.” In Proceedings of the 2015 International Workshop on Meta-Learning and Algorithm Selection Co-Located ECML/PKDD, Porto, Portugal, 2015, pp. 110–11.
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2015 | Conference Paper | LibreCat-ID: 10243
El Mesaoudi-Paul, Adil, and Eyke Hüllermeier. “A CBR Approach to the Angry Birds Game.” In Workshop Proc. 23rd International Conference on Case-Based Reasoning (ICCBR 2015), 2015, pp. 68–77.
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2015 | Conference Paper | LibreCat-ID: 10236
Abdel-Aziz, A., and Eyke Hüllermeier. “Case Base Maintenance in Preference-Based CBR.” In Proceedings 23rd International Conference on Case-Based Reasoning (ICCBR 2015), 2015, pp. 1–14.
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2015 | Journal Article | LibreCat-ID: 10320
Hüllermeier, Eyke. “Does Machine Learning Need Fuzzy Logic?” Fuzzy Sets and Systems, vol. 281, 2015, pp. 292–99.
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2015 | Conference Paper | LibreCat-ID: 10244
Schäfer, Dirk, and Eyke Hüllermeier. “Preference-Based Meta- Learning Using Dyad Ranking: Recommending Algorithms in Cold-Start Situations.” In Proceedings of the 2015 International Workshop on Meta-Learning and Algorithm Selection (MetaSel@PKDD/ECML), 2015, pp. 110–11.
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2015 | Conference Paper | LibreCat-ID: 10237
Szörényi, B., et al. “Qualitative Multi-Armed Bandits: A Quantile-Based Approach.” In Proceedings International Conference on Machine Learning (ICML 2015), 2015, pp. 1660–68.
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2015 | Journal Article | LibreCat-ID: 10319
Waegeman, W., et al. “On the Bayes-Optimality of F-Measure Maximizers.” In Journal of Machine Learning Research, vol. 15, 2015, pp. 3333–88.
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2015 | Journal Article | LibreCat-ID: 10321
Shaker, Ammar, and Eyke Hüllermeier. “Recovery Analysis for Adaptive Learning from Non-Stationary Data Streams: Experimental Design and Case Study.” Neurocomputing, vol. 150, 2015, pp. 250–64.
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2015 | Conference Paper | LibreCat-ID: 10240
Henzgen, Sascha, and Eyke Hüllermeier. “Weighted Rank Correlation : A Flexible Approach Based on Fuzzy Order Relations.” In Proceedings European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD), 2015, pp. 422–37.
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2015 | Conference Paper | LibreCat-ID: 10238
Schäfer, Dirk, and Eyke Hüllermeier. “Dyad Ranking Using A Bilinear Plackett-Luce Model.” In Proceedings European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD), 2015, pp. 227–42.
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2015 | Conference Paper | LibreCat-ID: 10245
Lu, S., and Eyke Hüllermeier. “Locally Weighted Regression through Data Imprecisiation.” Proceedings 25. Workshop Computational Intelligence, 2015, pp. 97–104.
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2015 | Journal Article | LibreCat-ID: 10322
Hüllermeier, Eyke. “From Knowledge-Based to Data-Driven Fuzzy Modeling-Development, Criticism and Alternative Directions.” Informatik Spektrum, vol. 38, no. 6, 2015, pp. 500–09.
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2015 | Conference Paper | LibreCat-ID: 10234
Hüllermeier, Eyke, and M. Minor. “Case-Based Reasoning Research and Development .” In Proceedings 23rd International Conference on Case-Based Reasoning (ICCBR 2015) LNAI 9343, Springer, 2015.
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2015 | Conference Paper | LibreCat-ID: 10241
Szörényi, B., et al. “Online Rank Elicitation for Plackett-Luce: A Dueling Bandits Approach.” In Advances in Neural Information Processing Systems 28 (NIPS 2015), 2015, pp. 604–12.
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2015 | Conference Paper | LibreCat-ID: 10246
Ewerth, Ralph, et al. “Depth Estimation in Monocular Images: Quantitative versus Qualitative Approaches.” Proceedings 25. Workshop Computational Intelligence, 2015, pp. 235–40.
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2015 | Conference Paper | LibreCat-ID: 10239
Hüllermeier, Eyke, and W. Cheng. “Superset Learning Based on Generalized Loss Minimization .” In Proceedings European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD), 2015, pp. 260–75.
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2015 | Journal Article | LibreCat-ID: 10323
Garcia-Jimenez, S., et al. “Overlap Indices: Construction of and Application of Interpolative Fuzzy Systems.” IEEE Transactions on Fuzzy Systems, vol. 23, no. 4, 2015, pp. 1259–73.
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2014 | Conference Paper | LibreCat-ID: 10254
Calders, T., et al. “Machine Learning and Knowledge Discovery in Databases-European Conf. ECML/PKDD, Nancy, France.” Proceedings, Parts I-III. Lecture Notes in Computer Science, Springer, 2014, pp. 8724–26.
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2014 | Conference Paper | LibreCat-ID: 10247
Busa-Fekete, Robert, et al. “PAC Rank Elicitation through Adaptive Sampling of Stochastic Pairwise Preferences.” Proceedings AAAI 2014, Quebec, Canada, 2014, pp. 1701–07.
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2014 | Journal Article | LibreCat-ID: 10297
Hoffmann, F., et al. “Ausgewählte Beiträge Des GMA-Fachausschusses 5.14.” Computational Intelligence Automatisierungstechnik, vol. 62, no. 10, 2014, pp. 685–86.
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2014 | Journal Article | LibreCat-ID: 10312
Mernberger, M., et al. “Protein Sub-Cellular Localization Prediction for Special Compartments via Optimized Time Series Distances.” J. Bioinformatics and Computational Biology, vol. 12, no. 1, 2014.
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2014 | Journal Article | LibreCat-ID: 10317
Krotzky, T., et al. “Extended Graph-Based Models for Enhanced Similarity Search in Cavbase.” IEEE/ACM Trans. Comput. Biology Bioinform., vol. 11, no. 5, 2014, pp. 878–90.
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2014 | Conference Paper | LibreCat-ID: 10248
Busa-Fekete, Robert, and Eyke Hüllermeier. “A Survey of Preference-Based Online Learning with Bandit Algorithms.” Proceedings Int. Conf. on Algorithmic Learning Theory (ALT), Bled, Slovenia, 2014, pp. 18–39.
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2014 | Conference Paper | LibreCat-ID: 10250
Fallah Tehrani, A., et al. “The Choquet Kernel for Monotone Data.” Proceedings ESANN , Bruges, Belgium, 2014.
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2014 | Journal Article | LibreCat-ID: 10298
Calders, T., et al. “Guest Editors`introduction:Special Issue of the ECML/PKDD 2014 Journal Track.” Data Min. Knowledge Discovery, vol. 28, no. 5–6, 2014, pp. 1129–33.
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2014 | Journal Article | LibreCat-ID: 10318
Stock, M., et al. “Identification of Functionally Releated Enzymes by Learning to Rank Methods.” IEEE/ACM Trans. Comput. Biology Bioinform., vol. 11, no. 6, 2014, pp. 1157–69.
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2014 | Journal Article | LibreCat-ID: 10313
Calders, T., et al. “Guest Editors`introduction:Special Issue of the ECML/PKDD 2014 Journal Track.” Machine Learning, vol. 97, no. 1–2, 2014, pp. 1–3.
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2014 | Conference Paper | LibreCat-ID: 10251
Abdel-Aziz, A., et al. “Learning Solution Similarity in Preference-Based CBR.” Proceedings Int. Conf. Case-Based Reasoning (ICCBR), Cork, Ireland, 2014, pp. 17–31.
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2014 | Conference Paper | LibreCat-ID: 10249
Henzgen, Sascha, and Eyke Hüllermeier. “Mining Rank Data.” Proceedings Discovery Science, Bled,Slovenia , 2014, pp. 123–34.
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2014 | Journal Article | LibreCat-ID: 10299
Henzgen, Sascha, et al. “Visualization of Evolving Fuzzy Rule-Based Systems.” Evolving Systems, vol. 5, no. 3, 2014, pp. 175–91.
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2014 | Journal Article | LibreCat-ID: 10314
Busa-Fekete, Robert, et al. “Preference-Based Reinforcement Learning: Evolutionary Direct Policy Search Using a Preference-Based Racing Algorithm.” Machine Learning, vol. 97, no. 3, 2014, pp. 327–51.
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2014 | Conference Paper | LibreCat-ID: 10295
Fürnkranz, J., et al. Preference Learning (Dagstuhl Seminar 14101) Dagstuhl Reports. Vol. 4, no. 3, 2014, pp. 1–27.
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2014 | Journal Article | LibreCat-ID: 10308
Hüllermeier, Eyke. “Learning from Imprecise and Fuzzy Observations: Data Disambiguation through Generalized Loss Minimization.” Int. J. Approx. Reasoning, vol. 55, no. 7, 2014, pp. 1519–34.
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2014 | Journal Article | LibreCat-ID: 10315
Montanés, E., et al. “Dependent Binary Relevance Models for Multi-Label Classification.” Pattern Recognition, vol. 47, no. 3, 2014, pp. 1494–508.
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2014 | Journal Article | LibreCat-ID: 10310
Strickert, M., et al. “Correlation-Based Embedding of Pairwise Score Data.” Neurocomputing, vol. 141, 2014, pp. 97–109.
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2014 | Conference Paper | LibreCat-ID: 10253
Schäfer, Dirk, and Eyke Hüllermeier. “Dyad Ranking Using A Bilinear Plackett-Luce Model.” Proceedings Lernen-Wissensentdeckung-Adaptivität (LWA), Aachen, Germany, 2014, pp. 32–33.
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2014 | Journal Article | LibreCat-ID: 10309
Hüllermeier, Eyke. “Rejoinder on "Learning from Imprecise and Fuzzy Observations: Data Disambiguation through Generalized Loss Minimization.” Int. J. Approx. Reasoning, vol. 55, no. 7, 2014, pp. 1609–13.
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2014 | Journal Article | LibreCat-ID: 10311
Senge, Robin, et al. “Reliable Classification: Learning Classifiers That Distinguish Aleatoric and Epistemic Uncertainty.” Information Sciences, vol. 255, 2014, pp. 16–29.
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2014 | Journal Article | LibreCat-ID: 10316
Krempl, G., et al. “Open Challenges for Data Stream Mining Research.” SIGKDD Explorations, vol. 16, no. 1, 2014, pp. 1–10.
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2014 | Journal Article | LibreCat-ID: 10296
Shaker, Ammar, and Eyke Hüllermeier. “Survival Analysis on Data Streams: Analyzing Temporal Events in Dynamically Changing Environments.” Applied Mathematics and Computer Science, vol. 24, no. 1, 2014, pp. 199–212.
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2013 | Conference Paper | LibreCat-ID: 13119
Henzgen, Sascha, et al. “Rule Chains for Visualizing Evolving Fuzzy Rule-Based Systems.” In Proceedings CORES 2013, 8th International Conference on Computer Recognition Systems, Wroclaw, Poland, edited by R. Burduk et al., Springer, 2013, pp. 279–88.
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2013 | Conference Paper | LibreCat-ID: 13190
Shaker, Ammar, and Eyke Hüllermeier. “Recovery Analysis for Adaptive Learning from Non-Stationary Data Streams.” In Proceedings CORES 2013, 8th International Conference on Computer Recognition Systems, Wroclaw, Poland, edited by R. Burduk et al., Springer, 2013, pp. 289–98.
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2013 | Conference Paper | LibreCat-ID: 13115
Szarvas, G., et al. “Learning to Rank Lexical Substitutions.” In Proceedings EMNLP-2013 Conference on Empirical Methods in Natural Language Processing, Seattle, USA, 2013.
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2013 | Conference Paper | LibreCat-ID: 13116
Dembczynski, K., et al. “Optimizing the F-Measure in Multi-Label Classification: Plug-in Rule Approach versus Structured Loss Minimization.” In Proceedings ICML-2013, 30th International Conference on Machine Learning, Atlanta, USA, edited by S. Dasgupta and D. McAllester, 2013, pp. 1130–38.
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2013 | Conference Paper | LibreCat-ID: 15112
Fallah Tehrani, A., and Eyke Hüllermeier. “Ordinal Choquistic Regression .” In Proceedings EUSFLAT-2013 8th International Conference on the European Society for Fuzzy Logic and Technology, Milano, Italy, edited by J. Montero et al., Atlantis Press, 2013.
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2013 | Conference Paper | LibreCat-ID: 13117
Busa-Fekete, Robert, et al. “Top-k Selection Based on Adaptive Sampling of Noisy Preferences.” In Proceedings ICML-2013, 30th International Conference on Machine Learning, Atlanta, USA, edited by S. Dasgupta and D. McAllester, 2013, pp. 1094–102.
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2013 | Conference Paper | LibreCat-ID: 15113
Nasiri, N., et al. “Fuzzy Pattern Trees as an Alternative to Rule-Based Fuzzy Systems: Knowledge-Driven, Data-Driven and Hybrid Modeling of Colour Yield in Poyester Dyeing, Edmonton, Canada.” In Proceedings IFSA-2013 World Congress of the International Fuzzy Systems Association, Edmonton, Canada, 2013, pp. 715–21.
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2013 | Conference Paper | LibreCat-ID: 13118
Hüllermeier, Eyke, and W. Cheng. “Preference-Based CBR: General Ideas and Basic Principles.” In Proceedings IJCAI-13, 23rd International Joint Conference on Artificial Intelligence, Beijing, China, edited by F. Rossi, AAAI Press, 2013, pp. 3012–16.
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2012 | Conference Paper | LibreCat-ID: 13191
Cheng, W., and Eyke Hüllermeier. “Probability Estimation for Mulit-Class Classification Based on Label Ranking.” Proceedings ECML/PKDD-2012, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Bristol, UK, 2012.
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2012 | Conference Paper | LibreCat-ID: 13192
Dembczynski, K., et al. “Consistent Multilabel Ranking through Univariate Loss Minimization.” In Proceedings ICML-2012,  International Conference on Machine Learning, Edinburgh, Scotland, edited by J. Langford and J. Pineau, 2012.
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2012 | Conference Paper | LibreCat-ID: 15299
Leinweber, M., et al. “GPU-Based Cloud Computing for Comparing the Structure of Protein Binding Sites.” In Proceedings IEEE Conference on Digital Ecosystem Technologies-Complex Environment Engineering Campione D`Italia, Italy, 2012.
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2012 | Conference Paper | LibreCat-ID: 13193
Dembczynski, K., et al. “An Analysis of Chaining in Multi-Label Classification.” In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France , IOS Press, 2012, pp. 294–99.
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2012 | Conference Paper | LibreCat-ID: 13120
Cheng, W., et al. “Label Ranking with Partial Abstention Based on Thresholded Probalistic Models.” In Proceedings NIPS-2012, 26th Annual Conference on Neural Information Processing Systems, Lake Tahoe, Nevada, USA, 2012.
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2012 | Conference Paper | LibreCat-ID: 15114
Hüllermeier, Eyke, and A. Fallah Tehrani. “On the VC Dimension of the Choquet Integral.” In Proceedings IPMU-2012 14th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Part 1, Catania, Italy, 2012.
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2011 | Conference Paper | LibreCat-ID: 13195
Cheng, W., et al. “Preference-Based Policy Iteration: Leveraging Preference Learning for Reinforcement Learning.” Proceedings ECML/PKDD-2011, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Athens, Greece, , 2011.
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2011 | Conference Paper | LibreCat-ID: 15115
Nasiri, M., et al. “Comparing Methods for Knowledge-Driven and Data-Driven Fuzzy Modeling: A Case Study in Textile Industry.” In Proceedings IFSA-2011 World Congress of the International Fuzzy Systems Association, Surabaya and Bali Island, Indonesia, 2011, p. RW-103-1-6.
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[90]
2011 | Conference Paper | LibreCat-ID: 13196
Fürnkranz, J., and Eyke Hüllermeier. “Learning from Label Preferences.” In Proceedings DS-2011, 14th International  Conference on Discovery Science, Number 6926 in LNAI, edited by T. Elomaa et al., Springer, 2011, pp. 2–17.
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[89]
2011 | Conference Paper | LibreCat-ID: 13588
Kotlowski, W., et al. “Bipartite Ranking through Minimization of Univariate Loss.” In Proceedings ICML-2011, 28th International Conference on Machine Learning, Washington, USA, 2011.
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[88]
2011 | Conference Paper | LibreCat-ID: 15116
Lughofer, E., and Eyke Hüllermeier. “On-Line Redundancy Deletion in Evolving Fuzzy Regression Models Using a Fuzzy Inclusion Measure.” In Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-Les-Bains, France, edited by S. Galichet et al., 2011, pp. 380–87.
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[87]
2011 | Conference Paper | LibreCat-ID: 13197
Fallah Tehrani, A., et al. “Learning  Monotone Nonlinear Models Using the Choquet Integral.” In Proceedings ECML/PKDD-2011, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Athens, Greece, 2011.
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[86]
2011 | Conference Paper | LibreCat-ID: 15117
Fallah Tehrani, A., et al. “Choquistic Regression: Generalizing Logistic Regression Using the Choquet Integral.” In Proceedings EUSFLAT-2011 7th International Conference on the European Society for Fuzzy Logic and Technology, Aix-Les-Bains, France, 2011, pp. 868–75.
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[85]
2011 | Conference Paper | LibreCat-ID: 13198
Hüllermeier, Eyke, and P. Schlegel. “Preference-Based CBR: First Steps toward a Methodological Framework.” In Proceedings ICCBR-2011, 19th International Conference on Case-Based Reasoning, Number 6880 in LNAI, edited by A. Ram and N. Wiratunga, Springer, 2011, pp. 77–91.
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[84]
2011 | Conference Paper | LibreCat-ID: 13194
Dembczynski, K., et al. “An Exact Algorithm for F-Measure Maximization.” In Proceedings NIPS-2011, 25th Annual Conference on Neural Information Processing Systems, Granada, Spain, 2011.
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[83]
2010 | Conference Paper | LibreCat-ID: 13594
Cheng, W., et al. “Predicting Partial Orders: Ranking with Abstention.” In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain, 2010.
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[82]
2010 | Conference Paper | LibreCat-ID: 13590
Cheng, W., et al. “Label Ranking Based on the Plackett-Luce Model.” In Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel, edited by J. Fürnkranz and T. Joachims, 2010, pp. 215–22.
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[81]
2010 | Conference Paper | LibreCat-ID: 13589
Dembczynski, K., et al. “Bayes Optimal Multilabel Classification via Probalistic Classifier Chains.” In Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel, edited by J. Fürnkranz and T. Joachims, 2010, pp. 279–86.
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[80]
2010 | Conference Paper | LibreCat-ID: 13591
Cheng, W., et al. “Graded Multi-Label Classification: The Ordinal Case.” In Proceedings ICML-2010, 27th International Conference on Machine Learning, Haifa, Israel, edited by J. Fürnkranz and T. Joachims, 2010.
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[79]
2010 | Conference Paper | LibreCat-ID: 13597
Hüllermeier, Eyke. “Uncertainty in Clustering and Classification .” In Proceedings SUM 2010, International Conference on Scalable Uncertainty Management , vol. 6379, no. LNCS, Springer, 2010, pp. 16–19.
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[78]
2010 | Conference Paper | LibreCat-ID: 15118
Fober, T., and Eyke Hüllermeier. “Similarity Measures for Protein Structures Based on Fuzzy Histogram Comparison.” In Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain, 2010.
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[77]
2010 | Conference Paper | LibreCat-ID: 13593
Dembczynski, K., et al. “Regret Analysis for Performance Metrics in Multi-Label Classification: The Case of Hamming and Subset Zero-One Loss.” In Proceedings ECML/PKDD-2010, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ,Bareclona, Spain, 2010.
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[76]
2010 | Conference Paper | LibreCat-ID: 15119
Senge, Robin, and Eyke Hüllermeier. “Pattern Trees for Regression and Fuzzy Systems Modeling.” In Proceedings WCCI-2010, World Congress on Computational Intelligence, Barcelona, Spain, 2010.
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[75]
2009 | Conference Paper | LibreCat-ID: 15196
Hüllermeier, Eyke, and M. Rifqi. “A Fuzzy Variant of the Rand Index for Comparing Clustering Structures.” In Proceedings IFSA / EUSFLAT-2009 World Congress of  the Fuzzy Systems Association, Lissabon, Portugal, 2009, pp. 1294–98.
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[74]
2009 | Conference Paper | LibreCat-ID: 13595
Cheng, W., et al. “Decision Tree and Instance-Based Learning for Label Ranking.” In Proceedings ICML-2009, 26th International Conference on Machine Learning, Montreal, Canada, 2009, pp. 161–68.
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[73]
2009 | Conference Paper | LibreCat-ID: 13596
Fürnkranz, J., et al. “Binary Decomposition Methods for Multipartite Ranking.” In Proceedings ECML/PKDD-2009, European Conference on Machine Learning and Principles and Knowledge Discovery in Databases, Bled Sloveniaery in Databases, Bled, Slovenia, 2009.
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[72]
2009 | Conference Paper | LibreCat-ID: 15120
Fober, T., et al. “Efficient Construction of Multiple Geometrical Alignments for the Comparison of Protein Binding Sites.” In Proceedings ISDA-2009, 9th International Conference on Intelligent Systems Design and Applications, Pisa, Italy, 2009, pp. 1251–56.
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[71]
2009 | Conference Paper | LibreCat-ID: 13598
Cheng, W., and Eyke Hüllermeier. “A New Instance-Based Label Ranking Approach Using the Mallows Model. In Advances in Neural Networks.” In Proceedings 6th International Symposium on Neural Networks, Wuhan, China, no. LNCS 5551, Springer, 2009, pp. 707–16.
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[70]
2009 | Conference Paper | LibreCat-ID: 15195
Fober, T., and Eyke Hüllermeier. “Fuzzy Modeling of Labeled Point Cloud Superposition  for the Comparison of Protein Binding Sites.” In Proceedings IFSA / EUSFLAT-2009 World Congress of  the Fuzzy Systems Association, Lissabon, Portugal, 2009, pp. 1299–304.
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[69]
2008 | Conference Paper | LibreCat-ID: 13599
Hüllermeier, Eyke, et al. “Supporting Case-Based Retrieval by Similarity Skylines: Basic Concepts and Extensions.” In Proceedings ECCBR-2008 9th European Conference on Case-Based  Reasoning, Trier, Germany, edited by K.D. Althoff et al., no. LNAI 5239, 2008, pp. 240–54.
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[68]
2008 | Conference Paper | LibreCat-ID: 13600
Cheng, W., and Eyke Hüllermeier. “Learning Similarity Functions from Qualitative Feedback.” In Proceedings ECCBR-2008 9th European Conference on Case-Based  Reasoning, Trier, Germany, edited by K.D. Althoff et al., no. LNAI 5239, Springer, 2008, pp. 120–34.
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[67]
2007 | Conference Paper | LibreCat-ID: 14833
Brinker, K., and Eyke Hüllermeier. “Label Ranking in Case-Based Reasoning.” In Proceedings ICCBR-2007, 7th International Conference on Case-Based Reasoning, Belfast, Northern Ireland, edited by M. Richter and R. Weber, vol. 4626, Springer, 2007, pp. 77–91.
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[66]
2007 | Conference Paper | LibreCat-ID: 14834
Beringer, J., and Eyke Hüllermeier. “Efficient Instance-Based Learning on Data Streams.” In Proceedings ICDM-2007, International Conference on Industrial Data Mining, Leipzig, edited by P. Perner, Springer, 2007, pp. 34–48.
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[65]
2007 | Conference Paper | LibreCat-ID: 15197
Hüllermeier, Eyke, and K. Brinker. “Fuzzy-Relational Classificaton : Combining Pairwise Decomposition Techniques with Fuzzy Preference Modeling.” In Proceedings EUSFLAT-2007 5th International Conference on the European Society for Fuzzy Logic and Technology, Ostrava, Czech Republic, vol. 1, 2007, pp. 353–60.
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[64]
2007 | Conference Paper | LibreCat-ID: 14835
Brinker, K., and Eyke Hüllermeier. “Case-Based Multilabel Ranking.” In Proceedings IJCAI-07, 20th International Joint Conference on Artificial Intelligence, Hyerabad, India, January 2007, 2007, pp. 701–07.
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[63]
2007 | Conference Paper | LibreCat-ID: 15198
Beringer, J., and Eyke Hüllermeier. “Adaptive Optimization of the Number of Clusters in Fuzzy Clustering, London 2007.” In Proceedings FUZZ-IEEE-07, IEEE International Conference on Fuzzy Systems, 2007.
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[62]
2007 | Conference Paper | LibreCat-ID: 15199
Hüllermeier, Eyke, et al. “Graph Alignment: Fuzzy Pattern Mining for the Structural Analysis of Protein Active Sites.” In Proceedings FUZZ-IEEE-07, IEEE International Conference on Fuzzy Systems, London, 2007.
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[61]
2007 | Conference Paper | LibreCat-ID: 13601
Sulzmann, J. N., et al. “On Pairwise Naive Bayes Classifiers.” In Proceedings ECML-2007, 17th European Conference on Machine Learning, Warsawa, Poland, Springer, 2007.
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[60]
2007 | Conference Paper | LibreCat-ID: 14832
Hüllermeier, Eyke, and J. Fürnkranz. “On Minimizing the Position Error in Label Ranking.” In Proceedings ECML-2007, 17th European Conference on Machine Learning, Warsawa, Poland, September 2007, Springer, 2007.
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[59]
2006 | Conference Paper | LibreCat-ID: 14838
Brinker, K., et al. “A Unified Model for Multilabel Classification and Ranking.” In Proceedings ECAI-2006, 17th European Conference on Artificial Inteligence, Riva Del Garda, Italy, edited by G. Brewka et al., 2006, pp. 489–93.
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[58]
2006 | Conference Paper | LibreCat-ID: 15201
Hüllermeier, Eyke. “Integrating Instance-Based Learning and Logistic Regression.” In Proceedings IPMU-2006 11th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Paris, France, 2006.
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[57]
2006 | Conference Paper | LibreCat-ID: 15213
Hüllermeier, Eyke. “The Choquet Integral as an Aggregation Operator in Case-Based Learning.” In Proceeding of the International Conference on Computational Intelligence, 9th Fuzzy Days, Dortmund, edited by B. Reusch, Springer, 2006, pp. 615–28.
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[56]
2006 | Conference Paper | LibreCat-ID: 14836
Bade, K., et al. “Hierarchical Classification by Expected Utility Maximization.” In Proceedings ICDM-2006, IEEE International Conference on Data Mining, IEEE Computer Society Press, 2006, pp. 43–52.
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[55]
2006 | Conference Paper | LibreCat-ID: 14837
Brinker, K., and Eyke Hüllermeier. “Case-Based Label Ranking.” In Proceedings ECML-2006, 17th European Conference on Machine Learning, Berlin September 2006, Springer, 2006, pp. 566–73.
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[54]
2005 | Conference Paper | LibreCat-ID: 14840
Hüllermeier, Eyke, and J. Fürnkranz. “Learning Label Preferences: Ranking Error versus Position Error.” In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid, edited by A. Famili et al., vol. 3646, Springer, 2005, pp. 180–91.
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[53]
2005 | Conference Paper | LibreCat-ID: 15216
Yi, Y., and Eyke Hüllermeier. “Learning Complexity-Boundet Rule-Based Classifiers by Combining Association Analysis and Genetic Algorithms.” In Proceedings EUSFLAT-2005 4th International Conference on the European Society for Fuzzy Logic and Technology,  Barcelona, Spain, 2005.
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[52]
2005 | Conference Paper | LibreCat-ID: 14841
Hüllermeier, Eyke, and J. Beringer. “Learning from Ambiguously Labeled Examples.” In Proceedings IDA-2005, 6th International Symposium on Intelligent Data Analysis, Madrid, edited by A. Famili et al., vol. 3646, Springer, 2005, pp. 168–79.
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[51]
2005 | Conference Paper | LibreCat-ID: 14839
Hüllermeier, Eyke, and Cho-k NN. “A Method for Combining Interacting Pieces of Evidence in Case-Based Learning.” In Proceedings IJCAI-05, 19th International Joint Conference on Artificial Intelligence, Edingburgh, Scotland, edited by L. Kaelbling and A. Saffiotti, 2005, pp. 3–8.
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[50]
2005 | Conference Paper | LibreCat-ID: 15105
Dubois, D., and Eyke Hüllermeier. “A Notion of Comarative Probabilistic Entroy Based on the Possibilistic Specificity Ordering.” In Proceedings ECSQARU-2005, 8th European Conference of Symbolic and Quantitative Approaches to Reasoning with Uncertainty, Barcelona, Spain, 2005.
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[49]
2005 | Conference Paper | LibreCat-ID: 15214
Karimi, I., and Eyke Hüllermeier. “A Fuzzy-Probablistic Risk Assessment System for Natural Disasters.” In Proceedings IFSA-2005, 11th  World Congress of the International Fuzzy System Association, Beijing, China, 2005, pp. 1147–53.
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[48]
2005 | Conference Paper | LibreCat-ID: 15215
Lughofer, E., et al. “Improving the Interpretability of Data-Driven Evolving Fuzzy Systems.” In Proceedings EUSFLAT-2005 4th International Conference on the European Society for Fuzzy Logic and Technology, Barcelona, Spain, 2005.
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[47]
2004 | Conference Paper | LibreCat-ID: 15217
Hüllermeier, Eyke, and J. Fürnkranz. “Comparison of Ranking Procedures in Pairwise Preference Learning.” In Proceedings IPMU-2004 10th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Perugia, Italy, 2004.
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[46]
2004 | Conference Paper | LibreCat-ID: 14842
Hüllermeier, Eyke. “Instance-Based Prediction with Guaranteed Confidence.” In Proceedings ECAI-2004, 16th European Conference on Artificial Inteligence, Valencia, Spain, edited by R. Lopez de Mantaras and L. Saitta, IOS Press, 2004, pp. 97–101.
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[45]
2004 | Conference Paper | LibreCat-ID: 15218
Hüllermeier, Eyke, and J. Fürnkranz. “Ranking by Pairwise Comparison: A Note on Risk Minimization.” In Proceedings FUZZ-IEEE-04, IEEE International Conference on Fuzzy Systems, Budapest, Hungary, 2004.
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[44]
2004 | Conference Paper | LibreCat-ID: 15220
Hüllermeier, Eyke, and J. Beringer. “Learning Decision Rules from Positive and Negative Preferences.” In Proceedings IPMU-2004 10th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Perugia, Italy, 2004.
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[43]
2004 | Conference Paper | LibreCat-ID: 15219
Karimi, I., et al. “An Earthquake Risk Assessment Method Based on Fuzzy Probability.” In Proceedings 6th International FLINS Conference on Applied  Computational Intelligence, Duinse Polders, Blankenberg,Belgien, 2004.
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[42]
2003 | Conference Paper | LibreCat-ID: 15223
Hüllermeier, Eyke. “Inducing Fuzzy Concepts through Extended Version Space Learning.” In Proceedings IFSA-03 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey, edited by T. Bilgic et al., vol. 2715, Springer, 2003, pp. 648–77.
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[41]
2003 | Conference Paper | LibreCat-ID: 15065
Hüllermeier, Eyke. “Regularized Learning with Flexible Constraints.” In Proceddings IDA-03, 5th International Symposium on Intelligent Data Anaysis, edited by M.R. Berthold et al., vol. 2810, Springer, 2003.
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[40]
2003 | Conference Paper | LibreCat-ID: 15066
Fürnkranz, J., and Eyke Hüllermeier. “Pairwise Preference Learning and Ranking.” In Proceedings ECML-2003, 13 Th European Conference on Machine Learning, Cavtat-Dubrovnik, Croatia, Springer, 2003.
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[39]
2003 | Conference Paper | LibreCat-ID: 15221
Hüllermeier, Eyke. “Instance-Based Collaborative Filtering with Fuzzy Labels.” In Proceedings EUSFLAT-2003 3th International Conference on the European Society for Fuzzy Logic and Technology, Zittlau, Germany, 2003, pp. 468–73.
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[38]
2003 | Conference Paper | LibreCat-ID: 15222
Dubois, D., et al. “A Note on Quality Measures for Fuzzy Association Rules.” In Proceedings IFSA-03 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey, edited by T. Bilgic et al., vol. 2715, Springer, 2003, pp. 648–77.
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[37]
2002 | Conference Paper | LibreCat-ID: 15064
De Calmès, M., et al. “A Fuzzy Set Approach to Flexible Case-Based Querying: Methodology and Experimentation.” In Proceedings KR-02, 8th International Conference on Principles of Knowledge Representation and Reasoning, France, edited by D. Fensel et al., Morgan Kaufmann, 2002, pp. 449–58.
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[36]
2002 | Conference Paper | LibreCat-ID: 15228
De Calmès, M., et al. “Case-Based Quering and Prediction: A Fuzzy Set Approach.” In Proceedings FUZZ-IEEE-02, IEEE International Conference on Fuzzy Systems, Honolulu, Hawaii, 2002, pp. 735–40.
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[35]
2002 | Conference Paper | LibreCat-ID: 14843
Hüllermeier, Eyke. “On the Representation and Combination of Evidence in Instance-Based Learning.” In Proceedings ECAI-2002, 15th European Conference on Artificial Intelligence, Lyon, France, IOS Press, 2002, pp. 360–64.
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[34]
2002 | Conference Paper | LibreCat-ID: 15098
Hüllermeier, Eyke. “Association Rules for Expressing Gradual Dependencies.” In Proceedings PKDD-02  6th European Conference on Principles and Practise of Knowledge Discovery in Databases, Helsinki, Finland, Springer, 2002, pp. 200–11.
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[33]
2002 | Conference Paper | LibreCat-ID: 15101
Hüllermeier, Eyke. “Possibilistic Induction in Decision Tree Learning.” In Proceedings ECML-02, 13th European Conference on Machine Learning, Helsinki Finland, Springer, 2002, pp. 173–84.
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[32]
2002 | Conference Paper | LibreCat-ID: 15226
Hüllermeier, Eyke. “Mining Implication-Based Fuzzy Association Rules in Databases.” In Proceedings IPMU-2002 9th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems,Annecy, France, 2002, pp. 101–08.
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[31]
2002 | Conference Paper | LibreCat-ID: 15227
Hüllermeier, Eyke. “Exploiting Similarity and Experience in Decision Making.” In Proceedings FUZZ-IEEE-02, IEEE International Conference on Fuzzy Systems, Honolulu, Hawaii, 2002, pp. 729–34.
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[30]
2001 | Conference Paper | LibreCat-ID: 15230
Dubois, D., et al. “Toward the Representation of Implication-Based Fuzzy Rules in Terms of Crisp Rules.” In Proceedings IFSA/NAFIPS-2001  Joint 9th World Congress of the International Fuzzy Systems Association and 20th Internatinonal Conference of the North American Fuzzy Information Processing Society, Vancouver, Canada, 2001, pp. 1592–97.
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[29]
2001 | Conference Paper | LibreCat-ID: 15300
Hüllermeier, Eyke. “Experience-Based Decision Making and Learning from Examples.” In Proceedings SOR-01 Symposium on Operations Research, Duisburg, Germany, Springer, 2001.
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[28]
2001 | Conference Paper | LibreCat-ID: 15229
Hüllermeier, Eyke. “Fuzzy Association Rules: Semantic Issues and Quality Measures.” In Proceedings of the International Conference on Computational Intelligence 7th Fuzzy Days, Dortmund, Germany, edited by B. Reusch, vol. 2206, Springer, 2001, pp. 380–91.
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[27]
2001 | Conference Paper | LibreCat-ID: 15106
Hüllermeier, Eyke. “Implication-Based Fuzzy Association Rules.” In Proceedings PKDD-01  5th European Conference on Principles and Practise of Knowledge Discovery in Databases, Freiburg, Germany, edited by De. Raedt and A. Siebes, vol. 2168, Springer, 2001, pp. 241–52.
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[26]
2000 | Conference Paper | LibreCat-ID: 14845
Hüllermeier, Eyke. “Focusing Search by Using Problem Solving Experience.” In Proceedings ECAI-2000, 14th European Conference on Artificial Inteligence, Berlin, Germany, edited by W. Horn, IOS Press, 2000, pp. 55–59.
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[25]
2000 | Conference Paper | LibreCat-ID: 15108
Hüllermeier, Eyke. “A Method for Predicting Solutions in Case-Based Problem Solving.” In Proceedings EWCBR-2000, 5th European Workshop on Case-Based Reasoning, Trento, Italy, edited by E. Blanzieri and L. Portinale, Springer, 2000, pp. 124–35.
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[24]
2000 | Conference Paper | LibreCat-ID: 15109
Dubois, D., et al. “Flexible Control of Case-Based Prediction in the Framework of Possibility Theory.” In Proceedings EWCBR-2000, 5th European Workshop on Case-Based Reasoning, Trento, Italy, edited by E. Blanzieri and L. Portinale, Springer, 2000, pp. 61–73.
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[23]
2000 | Conference Paper | LibreCat-ID: 15231
Hüllermeier, Eyke, et al. “Knowledge-Based Extrapolution of Cases: A Possibilistic Approach.” In Proceedings IPMU-2000 8th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Madrid, Spain, 2000, pp. 1575–82.
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[22]
2000 | Conference Paper | LibreCat-ID: 15301
Hüllermeier, Eyke. “Fuzzy Dynamics: Methodological Framework and Applications of Compartmental Modeling.” In Proceedings CASYS-2000, 4th International Conference on Computing Anticipatory Systems Liège, Belgium, edited by D.M. Dubois, 2000.
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[21]
2000 | Conference Paper | LibreCat-ID: 15302
Gueroguieva, I., et al. “In Vitro-in Vivo Hepatic Clearance Prediction Using Fuzzy Sets.” In Proceedings EUFEPS-2000, 6th European Congress of Pharmaceutical Sciences, Supplement 1 , vol. 11, 2000, p. S22.
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[20]
2000 | Conference Paper | LibreCat-ID: 14844
Hüllermeier, Eyke. “Similarity-Based Inference as Evidential Reasoning.” In Proceedings ECAI-2000, 14th European Conference on Artificial Inteligence, Berlin, Germany, edited by W. Horn, IOS Press, 2000, pp. 50–54.
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[19]
2000 | Conference Paper | LibreCat-ID: 15063
Hüllermeier, Eyke. “Change Detection in Heuristic Search.” Proceedings AAAI 2000, 17th National Conference on Artificial Intelligence, Austin, Texas, 2000, pp. 898–903.
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[18]
1999 | Conference Paper | LibreCat-ID: 15232
Hüllermeier, Eyke, et al. “Extensions of a Qualitative Approach to Case-Based Decision Making: Unvertainty and Fuzzy Quantification in Act Evaluation.” In Proceedings EUFIT-99 7th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, edited by H.J. Zimmermann, 1999.
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[17]
1999 | Conference Paper | LibreCat-ID: 15062
Hüllermeier, Eyke. “Toward a Probabilistic Formalization of Case-Based Inference.” In Proceedings IJCAI-99, 16th International Joint Conference on Artificial Intelligence, Stockholm, Sweden, edited by T. Dean, Morgan Kaufmann, 1999, pp. 248–53.
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[16]
1999 | Conference Paper | LibreCat-ID: 15233
Hüllermeier, Eyke. “Toward Models of Case-Based Decision Making.” In Proceedings EUFIT-99 7th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, edited by H.J. Zimmermann, 1999.
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[15]
1999 | Conference Paper | LibreCat-ID: 15107
Hüllermeier, Eyke. “Exploiting Similarity for Supporting Data Analysis and Problem Solving.” In Proceedings IDA-1999, 3th International Symposium on Intelligent Data Analysis, Amsterdam, Netherlands, edited by D.J. Hand et al., vol. 1642, Springer, 1999, pp. 257–68.
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[14]
1999 | Conference Paper | LibreCat-ID: 15234
Hüllermeier, Eyke. “A Possibilistic Formalization of Case-Based Reasoning and Decision Making.” In Proceedings of the 6th International Conference on Computational Intelligence, Dortmund, Germany, edited by B. Reusch, vol. 1625, Springer, 1999, pp. 411–20.
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[13]
1998 | Conference Paper | LibreCat-ID: 15287
Hüllermeier, Eyke. “Fuzzy Dynamics of Compartmental Systems.” In Proceedings EUFIT-98 6th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, edited by H.J. Zimmermann, 1998.
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[12]
1998 | Conference Paper | LibreCat-ID: 15288
Hüllermeier, Eyke, and C. Giersch. “Fuzzy Sets and Modelling of Uncertainty in Biological Systems.” In Proceedings IPMU-98 7th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Paris, La Sorbonne, Editions E.D.K., 1998, pp. 1857–64.
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[11]
1998 | Conference Paper | LibreCat-ID: 15303
Hüllermeier, Eyke. “Numerical Solutions for Fuzzy Initial Value Problems.” In Proceedings CESA-98, IMACS Multiconference on Computaional Engineering in Systems Applications, Symposium on Applied Mathematics and Optimization, Nabeul-Hammamet, Tunesia, edited by P. Borne et al., 1998.
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[10]
1998 | Conference Paper | LibreCat-ID: 15289
Hüllermeier, Eyke. “A Bayesian Approach to Case-Based Probalistic Reasoning.” In Proceedings IPMU-98 7th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Paris, La Sorbonne, Editions E.D.K., 1998, pp. 1296–303.
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[9]
1997 | Conference Paper | LibreCat-ID: 15290
Hüllermeier, Eyke. “Hierarchical  Propagation of Uncertain Constraints.” In Proceedings EUFIT-97 5th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, edited by H.J. Zimmermann, 1997, pp. 953–57.
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[8]
1997 | Conference Paper | LibreCat-ID: 15291
Hüllermeier, Eyke. “Approximation of Fuzzy Functions.” In Proceedings 4.Internationaler Workshop Fuzzy-Neuro-Systeme. Soest Germany, edited by A. Grauel et al., 1997, pp. 374–81.
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[7]
1996 | Conference Paper | LibreCat-ID: 15292
Hüllermeier, Eyke. “Approminate Probabilistic Reasoning with Fuzzy Constraints.” In Proceedings EUFIT-96 4th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, edited by H.J. Zimmermann, 1996.
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[6]
1996 | Conference Paper | LibreCat-ID: 15293
Hüllermeier, Eyke. “A Fuzzy Simulation Method.” International Symposium on Soft Computing, Reading U.K., edited by P.G. Anderson and K. Warwick, ICSC Academic Press, 1996, pp. B230–36.
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[5]
1996 | Conference Paper | LibreCat-ID: 15304
Hüllermeier, Eyke. “Hierarchical Constraint Propagation Based on Interval Arithmetic.” In Proceedings Interval-96 International Conference on Interval Methods and Computer Aided Proofs in Science and Engineering, Würzburg, 1996, pp. 54–55.
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[4]
1995 | Conference Paper | LibreCat-ID: 15305
Hüllermeier, Eyke. “Fuzzy Polynomial and Spline Interpolation.” In Proceedings IMACS Symposium on Systems Analysis and Simulation, Berlin, Gordon and Breach Publishers, 1995, pp. 401–04.
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[3]
1995 | Conference Paper | LibreCat-ID: 15294
Hüllermeier, Eyke. “Towards Modelling of Fuzzy Functions.” In Proceedings EUFIT-95 3rd European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, edited by H.J. Zimmermann, 1995, pp. 150–54.
LibreCat
 
[2]
1995 | Conference Paper | LibreCat-ID: 15295
Hüllermeier, Eyke. “Rule-Based Modelling in Fuzzy Simulation.” In Proceedings ISFL-95 International Symposium on Logic, Zürich, ICSC Academic Press, 1995, pp. B49–56.
LibreCat
 
[1]
1994 | Conference Paper | LibreCat-ID: 15296
Hüllermeier, Eyke. “Approximate Solution of a Linear Programming Problem Using a Modified Perceptron-Algorithm.” In Proceedings EUFIT-94 2nd European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, edited by H.J. Zimmermann, 1994, pp. 195–99.
LibreCat
 

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