84 Publications

2023 | Book Chapter | LibreCat-ID: 45884 | OA
J. M. Hanselle et al., “Configuration and Evaluation,” in On-The-Fly Computing -- Individualized IT-services in dynamic markets, vol. 412, C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 85–104.
LibreCat | Files available | DOI
 
2023 | Dissertation | LibreCat-ID: 45780 | OA
A. Tornede, Advanced Algorithm Selection with Machine Learning: Handling Large Algorithm Sets, Learning From Censored Data, and Simplyfing Meta Level Decisions. 2023.
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2023 | Book | LibreCat-ID: 45863 | OA
C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, On-The-Fly Computing -- Individualized IT-services in dynamic markets, vol. 412. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023.
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2022 | Preprint | LibreCat-ID: 30868
E. Schede et al., “A Survey of Methods for Automated Algorithm Configuration,” arXiv:2202.01651. 2022.
LibreCat | arXiv
 
2022 | Conference Paper | LibreCat-ID: 34103
L. Fehring, J. M. Hanselle, and A. Tornede, “HARRIS: Hybrid Ranking and Regression Forests for Algorithm Selection,” presented at the Workshop on Meta-Learning (MetaLearn 2022) @ NeurIPS 2022, Baltimore, 2022.
LibreCat | arXiv
 
2022 | Conference Paper | LibreCat-ID: 31806
K. Dreßler, M. Sherif, and A.-C. Ngonga Ngomo, “ADAGIO - Automated Data Augmentation of Knowledge Graphs Using Multi-expression Learning,” presented at the HT ’22: 33rd ACM Conference on Hypertext and Social Media, Barcelona (Spain), 2022, doi: 10.1145/3511095.3531287.
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2022 | Bachelorsthesis | LibreCat-ID: 33033 | OA
L. Fehring, Combined Ranking and Regression Trees for Algorithm Selection. Paderborn, 2022.
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2022 | Preprint | LibreCat-ID: 30867
A. Tornede, V. Bengs, and E. Hüllermeier, “Machine Learning for Online Algorithm Selection under Censored Feedback,” Proceedings of the 36th AAAI Conference on Artificial Intelligence. AAAI, 2022.
LibreCat | arXiv
 
2022 | Preprint | LibreCat-ID: 30865
A. Tornede, L. Gehring, T. Tornede, M. D. Wever, and E. Hüllermeier, “Algorithm Selection on a Meta Level,” Machine Learning. 2022.
LibreCat | arXiv
 
2022 | Journal Article | LibreCat-ID: 33090
K. Gevers, A. Tornede, M. D. Wever, V. Schöppner, and E. Hüllermeier, “A comparison of heuristic, statistical, and machine learning methods for heated tool butt welding of two different materials,” Welding in the World, 2022, doi: 10.1007/s40194-022-01339-9.
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2021 | Conference Paper | LibreCat-ID: 28350
A. Sharma, C. Demir, A.-C. Ngonga Ngomo, and H. Wehrheim, “MLCHECK–Property-Driven Testing of Machine Learning Classifiers.”
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2021 | Journal Article | LibreCat-ID: 21004
M. D. Wever, A. Tornede, F. Mohr, and E. Hüllermeier, “AutoML for Multi-Label Classification: Overview and Empirical Evaluation,” IEEE Transactions on Pattern Analysis and Machine Intelligence, pp. 1–1, 2021, doi: 10.1109/tpami.2021.3051276.
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2021 | Journal Article | LibreCat-ID: 21092
F. Mohr, M. D. Wever, A. Tornede, and E. Hüllermeier, “Predicting Machine Learning Pipeline Runtimes in the Context of Automated Machine Learning,” IEEE Transactions on Pattern Analysis and Machine Intelligence.
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2021 | Conference Paper | LibreCat-ID: 21570
T. Tornede, A. Tornede, M. D. Wever, and E. Hüllermeier, “Coevolution of Remaining Useful Lifetime Estimation Pipelines for Automated Predictive Maintenance,” presented at the Genetic and Evolutionary Computation Conference, 2021.
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2021 | Conference Paper | LibreCat-ID: 22913
E. Hüllermeier, F. Mohr, A. Tornede, and M. D. Wever, “Automated Machine Learning, Bounded Rationality, and Rational Metareasoning,” presented at the ECML/PKDD Workshop on Automating Data Science, Bilbao (Virtual), 2021.
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2021 | Preprint | LibreCat-ID: 30866
T. Tornede, A. Tornede, J. M. Hanselle, M. D. Wever, F. Mohr, and E. Hüllermeier, “Towards Green Automated Machine Learning: Status Quo and Future Directions,” arXiv:2111.05850. 2021.
LibreCat | arXiv
 
2021 | Dissertation | LibreCat-ID: 27284 | OA
M. D. Wever, Automated Machine Learning for Multi-Label Classification. 2021.
LibreCat | Files available | DOI
 
2021 | Conference Paper | LibreCat-ID: 21198
J. M. Hanselle, A. Tornede, M. D. Wever, and E. Hüllermeier, “Algorithm Selection as Superset Learning: Constructing Algorithm Selectors from Imprecise Performance Data.” 2021.
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2020 | Conference Paper | LibreCat-ID: 17407
A. Tornede, M. D. Wever, and E. Hüllermeier, “Extreme Algorithm Selection with Dyadic Feature Representation,” presented at the Discovery Science 2020, 2020.
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2020 | Conference Paper | LibreCat-ID: 17408
J. M. Hanselle, A. Tornede, M. D. Wever, and E. Hüllermeier, “Hybrid Ranking and Regression for Algorithm Selection,” presented at the 43rd German Conference on Artificial Intelligence, 2020.
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2020 | Conference Paper | LibreCat-ID: 17424
T. Tornede, A. Tornede, M. D. Wever, F. Mohr, and E. Hüllermeier, “AutoML for Predictive Maintenance: One Tool to RUL Them All,” presented at the IOTStream Workshop @ ECMLPKDD 2020, 2020, doi: 10.1007/978-3-030-66770-2_8.
LibreCat | DOI
 
2020 | Conference Paper | LibreCat-ID: 20306
A. Tornede, M. D. Wever, and E. Hüllermeier, “Towards Meta-Algorithm Selection,” presented at the Workshop MetaLearn 2020 @ NeurIPS 2020, Online, 2020.
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2020 | Conference Paper | LibreCat-ID: 18276
A. Tornede, M. D. Wever, S. Werner, F. Mohr, and E. Hüllermeier, “Run2Survive: A Decision-theoretic Approach to Algorithm Selection based on Survival Analysis,” presented at the 12th Asian Conference on Machine Learning, Bangkok, Thailand, 2020.
LibreCat | Download (ext.)
 
2020 | Conference Paper | LibreCat-ID: 15629
M. D. Wever, A. Tornede, F. Mohr, and E. Hüllermeier, “LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-Label Classification,” presented at the Symposium on Intelligent Data Analysis, Konstanz, Germany.
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2020 | Journal Article | LibreCat-ID: 15025
M. D. Wever, L. van Rooijen, and H. Hamann, “Multi-Oracle Coevolutionary Learning of Requirements Specifications from Examples in On-The-Fly Markets,” Evolutionary Computation, vol. 28, no. 2, pp. 165–193, 2020, doi: 10.1162/evco_a_00266.
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2020 | Dissertation | LibreCat-ID: 16935
D. C. Moussalem, Knowledge Graphs for Multilingual Language Translation and Generation. 2020.
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2020 | Journal Article | LibreCat-ID: 13770
H. Karl, D. Kundisch, F. Meyer auf der Heide, and H. Wehrheim, “A Case for a New IT Ecosystem: On-The-Fly Computing,” Business & Information Systems Engineering, vol. 62, no. 6, pp. 467–481, 2020, doi: 10.1007/s12599-019-00627-x.
LibreCat | Files available | DOI
 
2019 | Conference Abstract | LibreCat-ID: 8868
M. D. Wever, F. Mohr, E. Hüllermeier, and A. Hetzer, “Towards Automated Machine Learning for Multi-Label Classification,” presented at the European Conference on Data Analytics (ECDA), Bayreuth, Germany, 2019.
LibreCat | Files available
 
2019 | Conference Paper | LibreCat-ID: 15007 | OA
V. Melnikov and E. Hüllermeier, “Learning to Aggregate: Tackling the Aggregation/Disaggregation Problem for OWA,” in Proceedings ACML, Asian Conference on Machine Learning (Proceedings of Machine Learning Research, 101), 2019.
LibreCat | Files available | DOI
 
2019 | Conference Paper | LibreCat-ID: 15011 | OA
A. Tornede, M. D. Wever, and E. Hüllermeier, “Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking,” in Proceedings - 29. Workshop Computational Intelligence, Dortmund, 28. - 29. November 2019, Dortmund, 2019, pp. 135–146.
LibreCat | Files available
 
2019 | Conference Abstract | LibreCat-ID: 13132
F. Mohr, M. D. Wever, A. Tornede, and E. Hüllermeier, “From Automated to On-The-Fly Machine Learning,” in INFORMATIK 2019: 50 Jahre Gesellschaft für Informatik – Informatik für Gesellschaft, Kassel, 2019, pp. 273–274.
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2019 | Conference Paper | LibreCat-ID: 10232 | OA
M. D. Wever, F. Mohr, A. Tornede, and E. Hüllermeier, “Automating Multi-Label Classification Extending ML-Plan,” presented at the 6th ICML Workshop on Automated Machine Learning (AutoML 2019), Long Beach, CA, USA, 2019.
LibreCat | Files available
 
2018 | Conference Paper | LibreCat-ID: 2479 | OA
F. Mohr, M. D. Wever, E. Hüllermeier, and A. Faez, “(WIP) Towards the Automated Composition of Machine Learning Services,” in SCC, San Francisco, CA, USA, 2018.
LibreCat | Files available | DOI | Download (ext.)
 
2018 | Conference Paper | LibreCat-ID: 2857 | OA
F. Mohr, T. Lettmann, E. Hüllermeier, and M. D. Wever, “Programmatic Task Network Planning,” in Proceedings of the 1st ICAPS Workshop on Hierarchical Planning, Delft, Netherlands, 2018, pp. 31–39.
LibreCat | Files available | Download (ext.)
 
2018 | Conference Paper | LibreCat-ID: 2471 | OA
F. Mohr, M. D. Wever, and E. Hüllermeier, “On-The-Fly Service Construction with Prototypes,” in SCC, San Francisco, CA, USA, 2018.
LibreCat | Files available | DOI | Download (ext.)
 
2018 | Journal Article | LibreCat-ID: 3510 | OA
F. Mohr, M. D. Wever, and E. Hüllermeier, “ML-Plan: Automated Machine Learning via Hierarchical Planning,” Machine Learning, pp. 1495–1515, 2018, doi: 10.1007/s10994-018-5735-z.
LibreCat | Files available | DOI | Download (ext.)
 
2018 | Conference Paper | LibreCat-ID: 3552 | OA
F. Mohr, M. D. Wever, and E. Hüllermeier, “Reduction Stumps for Multi-Class Classification,” in Proceedings of the Symposium on Intelligent Data Analysis, ‘s-Hertogenbosch, the Netherlands.
LibreCat | Files available | DOI | Download (ext.)
 
2018 | Conference Paper | LibreCat-ID: 3852 | OA
M. D. Wever, F. Mohr, and E. Hüllermeier, “ML-Plan for Unlimited-Length Machine Learning Pipelines,” in ICML 2018 AutoML Workshop, Stockholm, Sweden, 2018.
LibreCat | Files available | Download (ext.)
 
2018 | Conference Paper | LibreCat-ID: 2109 | OA
M. D. Wever, F. Mohr, and E. Hüllermeier, “Ensembles of Evolved Nested Dichotomies for Classification,” in Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2018, Kyoto, Japan, July 15-19, 2018, Kyoto, Japan, 2018.
LibreCat | Files available | DOI | Download (ext.)
 
2018 | Preprint | LibreCat-ID: 17713 | OA
M. D. Wever, F. Mohr, and E. Hüllermeier, “Automated Multi-Label Classification based on ML-Plan.” Arxiv, 2018.
LibreCat | Download (ext.)
 
2018 | Preprint | LibreCat-ID: 17714 | OA
F. Mohr, M. D. Wever, and E. Hüllermeier, “Automated machine learning service composition.” 2018.
LibreCat | Download (ext.)
 
2018 | Bachelorsthesis | LibreCat-ID: 5693
H. Graf, Ranking of Classification Algorithms in AutoML. Universität Paderborn, 2018.
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2018 | Bachelorsthesis | LibreCat-ID: 5936
M. Scheibl, Learning about learning curves from dataset properties. Universität Paderborn, 2018.
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2018 | Book Chapter | LibreCat-ID: 6423
D. Schäfer and E. Hüllermeier, “Preference-Based Reinforcement Learning Using Dyad Ranking,” in Discovery Science, Cham: Springer International Publishing, 2018, pp. 161–175.
LibreCat | Files available | DOI
 
2017 | Conference Paper | LibreCat-ID: 115
M.-C. Jakobs, J. Krämer, D. van Straaten, and T. Lettmann, “Certification Matters for Service Markets,” in The Ninth International Conferences on Advanced Service Computing (SERVICE COMPUTATION), 2017, pp. 7–12.
LibreCat | Files available
 
2017 | Bachelorsthesis | LibreCat-ID: 5694
N. N. Schnitker, Genetischer Algorithmus zur Erstellung von Ensembles von Nested Dichotomies. Universität Paderborn, 2017.
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2017 | Mastersthesis | LibreCat-ID: 5724
A. Hetzer and T. Tornede, Solving the Container Pre-Marshalling Problem using Reinforcement Learning and Structured Output Prediction. Universität Paderborn, 2017.
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2017 | Conference Paper | LibreCat-ID: 71
M. Czech, E. Hüllermeier, M.-C. Jakobs, and H. Wehrheim, “Predicting Rankings of Software Verification Tools,” in Proceedings of the 3rd International Workshop on Software Analytics, 2017, pp. 23–26.
LibreCat | Files available | DOI
 
2017 | Conference Paper | LibreCat-ID: 1180 | OA
M. D. Wever, F. Mohr, and E. Hüllermeier, “Automatic Machine Learning: Hierachical Planning Versus Evolutionary Optimization,” in 27th Workshop Computational Intelligence, Dortmund, 2017.
LibreCat | Files available | Download (ext.)
 
2016 | Journal Article | LibreCat-ID: 190
M. C. Platenius, A. Shaker, M. Becker, E. Hüllermeier, and W. Schäfer, “Imprecise Matching of Requirements Specifications for Software Services using Fuzzy Logic,” IEEE Transactions on Software Engineering (TSE), presented at ICSE 2017, no. 8, pp. 739–759, 2016.
LibreCat | Files available | DOI
 
2016 | Conference Paper | LibreCat-ID: 225
A. Jungmann and B. Kleinjohann, “A Holistic and Adaptive Approach for Automated Prototyping of Image Processing Functionality,” in Proceedings of the 21st IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), 2016, pp. 1--8.
LibreCat | Files available | DOI
 
2016 | Conference Paper | LibreCat-ID: 218
A. Jungmann and B. Kleinjohann, “Automatic Composition of Service-based Image Processing Applications,” in Proceedings of the 13th IEEE International Conference on Services Computing (SCC), 2016, pp. 106--113.
LibreCat | Files available | DOI
 
2016 | Dissertation | LibreCat-ID: 140
A. Jungmann, Towards On-The-Fly Image Processing. Universität Paderborn, 2016.
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2016 | Dissertation | LibreCat-ID: 141
F. Mohr, Towards Automated Service Composition Under Quality Constraints. Universität Paderborn, 2016.
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2015 | Conference Paper | LibreCat-ID: 280
S. Arifulina, M. C. Platenius, F. Mohr, G. Engels, and W. Schäfer, “Market-Specific Service Compositions: Specification and Matching,” in Proceedings of the IEEE 11th World Congress on Services (SERVICES), Visionary Track: Service Composition for the Future Internet, 2015, pp. 333--340.
LibreCat | Files available | DOI
 
2015 | Conference Paper | LibreCat-ID: 245
M. Becker, S. Lehrig, and S. Becker, “Systematically Deriving Quality Metrics for Cloud Computing Systems,” in Proceedings of the 6th ACM/SPEC International Conference on Performance Engineering, 2015, pp. 169--174.
LibreCat | Files available | DOI
 
2015 | Journal Article | LibreCat-ID: 323
A. Jungmann and F. Mohr, “An approach towards adaptive service composition in markets of composed services,” Journal of Internet Services and Applications, no. 1, pp. 1–18, 2015.
LibreCat | Files available | DOI
 
2015 | Conference Paper | LibreCat-ID: 324
F. Mohr, “A Metric for Functional Reusability of Services,” in Proceedings of the 14th International Conference on Software Reuse (ICSR), 2015, pp. 298--313.
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2015 | Journal Article | LibreCat-ID: 3343
U. Bubeck and H. Kleine Büning, “Learning Boolean Specifications,” Artificial Intelligence, pp. 246–257, 2015.
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2015 | Conference Paper | LibreCat-ID: 315
A. Jungmann, J. Jatzkowski, and B. Kleinjohann, “Combining Service-oriented Computing with Embedded Systems - A Robotics Case Study,” in Proceedings of the 5th IFIP International Embedded Systems Symposium, 2015.
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2015 | Conference Paper | LibreCat-ID: 319
F. Mohr, A. Jungmann, and H. Kleine Büning, “Automated Online Service Composition,” in Proceedings of the 12th IEEE International Conference on Services Computing (SCC), 2015, pp. 57--64.
LibreCat | Files available | DOI
 
2015 | Conference Paper | LibreCat-ID: 272
A. Jungmann, “On Adaptivity for Automated Composition of Service Functionality,” in Proceedings of the IEEE 11th World Congress on Services (SERVICES), 2015, pp. 329--332.
LibreCat | Files available | DOI
 
2014 | Conference Paper | LibreCat-ID: 345
A. Jungmann and B. Kleinjohann, “Towards Context-Sensitive Service Composition for Service-Oriented Image Processing,” in Proceedings of the 6th International Conference on Cloud Computing Technology and Science (CloudCom), 2014, pp. 755–758.
LibreCat | Files available | DOI
 
2014 | Conference Paper | LibreCat-ID: 346
S. Brangewitz, A. Jungmann, R. Petrlic, and M. C. Platenius, “Towards a Flexible and Privacy-Preserving Reputation System for Markets of Composed Services,” in Proceedings of the 6th International Conferences on Advanced Service Computing (SERVICE COMPUTATION), 2014, pp. 49–57.
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2014 | Conference Paper | LibreCat-ID: 353
F. Mohr and S. Walther, “Template-based Generation of Semantic Services,” in Proceedings of the 14th International Conference on Software Reuse (ICSR), 2014, pp. 188–203.
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2014 | Conference Paper | LibreCat-ID: 366
R. Petrlic, A. Jungmann, M. C. Platenius, W. Schäfer, and C. Sorge, “Security and Privacy Challenges in On-The-Fly Computing,” in Tagungsband der 4. Konferenz Software-Technologien und -Prozesse (STeP 2014), 2014, pp. 131–142.
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2014 | Conference Paper | LibreCat-ID: 447
A. Jungmann, F. Mohr, and B. Kleinjohann, “Combining Automatic Service Composition with Adaptive Service Recommendation for Dynamic Markets of Services,” in Proceedings of the 10th World Congress on Services (SERVICES), 2014, pp. 346–353.
LibreCat | Files available | DOI
 
2014 | Mastersthesis | LibreCat-ID: 454
W. Heldt, Automated Service Composition: Adaption of the ASTRO Approach. Universität Paderborn, 2014.
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2014 | Conference Paper | LibreCat-ID: 457
A. Jungmann, F. Mohr, and B. Kleinjohann, “Applying Reinforcement Learning for Resolving Ambiguity in Service Composition,” in Proceedings of the 7th International Conference on Service Oriented Computing and Applications (SOCA), 2014, pp. 105–112.
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2014 | Conference Paper | LibreCat-ID: 407
F. Mohr, “Issues of Automated Software Composition in AI Planning,” in Proceedings of the 29th International Conference on Automated Software Engineering (ASE), 2014, pp. 895--898.
LibreCat | Files available | DOI
 
2014 | Journal Article | LibreCat-ID: 410
A. Jungmann, S. Brangewitz, R. Petrlic, and M. C. Platenius, “Incorporating Reputation Information into Decision-Making Processes in Markets of Composed Services,” International Journal On Advances in Intelligent Systems (IntSys), vol. 7, no. 3&4, pp. 572--594, 2014.
LibreCat | Files available | Download (ext.)
 
2014 | Bachelorsthesis | LibreCat-ID: 424
C. Finkensiep, Fast and Flexible Automatic Composition of Semantic Web Services. Universität Paderborn, 2014.
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2014 | Conference Paper | LibreCat-ID: 425
A. Jungmann, J. Jatzkowski, and B. Kleinjohann, “Evaluation of Color Spaces for Robust Image Segmentation,” in Proceedings of the 9th International Conference on Computer Vision Theory and Applications (VISAPP), 2014, pp. 648–655.
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2014 | Conference Paper | LibreCat-ID: 428
F. Mohr, “Estimating Functional Reusability of Services,” in Proceedings of the 12th International Conference on Service Oriented Computing (ICSOC), 2014, pp. 411–418.
LibreCat | Files available | Download (ext.)
 
2013 | Bachelorsthesis | LibreCat-ID: 482
M. Bieshaar, Statistisches Planen von Aktionen für autonome mobile Roboter in realen Umgebungen. Universität Paderborn, 2013.
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2013 | Conference Paper | LibreCat-ID: 485
F. Mohr and H. Kleine Büning, “Semi-Automated Software Composition Through Generated Components,” in Proceedings of the 15th International Conference on Information Integration and Web-based Applications & Services (iiWAS), 2013, pp. 676–680.
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2013 | Conference Paper | LibreCat-ID: 495
F. Mohr, T. Lettmann, and H. Kleine Büning, “Reducing Nondeterminism in Automated Service Composition,” in Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA), 2013, pp. 154–161.
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2013 | Journal Article | LibreCat-ID: 515
A. Jungmann, B. Kleinjohann, and E. Kleinjohann, “Learning Service Recommendations,” International Journal of Business Process Integration and Management, no. 4, pp. 284–297, 2013.
LibreCat | Files available | DOI | Download (ext.)
 
2013 | Conference Paper | LibreCat-ID: 516
A. Jungmann and B. Kleinjohann, “Learning Recommendation System for Automated Service Composition,” in Proceedings of the 10th IEEE International Conference on Services Computing (SCC), 2013, pp. 97–104.
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2013 | Bachelorsthesis | LibreCat-ID: 530
D. Buse, Entwurf kooperativer Verhaltensweisen heterogener Roboter. Universität Paderborn, 2013.
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2013 | Bachelorsthesis | LibreCat-ID: 533
R. Borkowski, Entwicklung eines Hybriden Planers zur verhaltensorientierten Selbstoptimierung. Universität Paderborn, 2013.
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2012 | Conference Paper | LibreCat-ID: 568
A. Jungmann and B. Kleinjohann, “Towards the Application of Reinforcement Learning Techniques for Quality-Based Service Selection in Automated Service Composition,” in Proceedings of the 9th IEEE International Conference on Service Computing (SCC), 2012, pp. 701–702.
LibreCat | Files available | DOI
 
2012 | Conference Paper | LibreCat-ID: 571
A. Jungmann and B. Kleinjohann, “Towards an Integrated Service Rating and Ranking Methodology for Quality Based Service Selection in Automatic Service Composition,” in Proceedings of the 4th International Conferences on Advanced Service Computing (SERVICE COMPUTATION), 2012, pp. 43–47.
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2012 | Conference Paper | LibreCat-ID: 617
A. Jungmann, B. Kleinjohann, E. Kleinjohann, and M. Bieshaar, “Efficient Color-Based Image Segmentation and Feature Classification for Image Processing in Embedded Systems,” in Proceedings of the Fourth International Conference on Resource Intensive Applications and Services (INTENSIVE), 2012, pp. 22–29.
LibreCat | Files available
 

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