84 Publications

2023 | Book Chapter | LibreCat-ID: 45884 | OA
Hanselle, Jonas Manuel, et al. “Configuration and Evaluation.” On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 85–104, doi:10.5281/zenodo.8068466.
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2023 | Dissertation | LibreCat-ID: 45780 | OA
Tornede, Alexander. Advanced Algorithm Selection with Machine Learning: Handling Large Algorithm Sets, Learning From Censored Data, and Simplyfing Meta Level Decisions. 2023, doi:10.17619/UNIPB/1-1780 .
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2023 | Book | LibreCat-ID: 45863 | OA
Haake, Claus-Jochen, et al. On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets. Heinz Nixdorf Institut, Universität Paderborn, 2023, doi:10.17619/UNIPB/1-1797.
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2022 | Preprint | LibreCat-ID: 30868
Schede, Elias, et al. “A Survey of Methods for Automated Algorithm Configuration.” ArXiv:2202.01651, 2022.
LibreCat | arXiv
 
2022 | Conference Paper | LibreCat-ID: 34103
Fehring, Lukass, et al. “HARRIS: Hybrid Ranking and Regression Forests for Algorithm Selection.” Workshop on Meta-Learning (MetaLearn 2022) @ NeurIPS 2022, 2022.
LibreCat | arXiv
 
2022 | Conference Paper | LibreCat-ID: 31806
Dreßler, Kevin, et al. “ADAGIO - Automated Data Augmentation of Knowledge Graphs Using Multi-Expression Learning.” Proceedings of the 33rd ACM Conference on Hypertext and Hypermedia, 2022, doi:10.1145/3511095.3531287.
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2022 | Bachelorsthesis | LibreCat-ID: 33033 | OA
Fehring, Lukas. Combined Ranking and Regression Trees for Algorithm Selection. 2022.
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2022 | Preprint | LibreCat-ID: 30867
Tornede, Alexander, et al. “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
Tornede, Alexander, et al. “Algorithm Selection on a Meta Level.” Machine Learning, 2022.
LibreCat | arXiv
 
2022 | Journal Article | LibreCat-ID: 33090
Gevers, Karina, et al. “A Comparison of Heuristic, Statistical, and Machine Learning Methods for Heated Tool Butt Welding of Two Different Materials.” Welding in the World, Springer Science and Business Media LLC, 2022, doi:10.1007/s40194-022-01339-9.
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2021 | Conference Paper | LibreCat-ID: 28350
Sharma, Arnab, et al. “MLCHECK–Property-Driven Testing of Machine Learning Classifiers.” Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA), IEEE.
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2021 | Journal Article | LibreCat-ID: 21004
Wever, Marcel Dominik, et al. “AutoML for Multi-Label Classification: Overview and Empirical Evaluation.” IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021, pp. 1–1, doi:10.1109/tpami.2021.3051276.
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2021 | Journal Article | LibreCat-ID: 21092
Mohr, Felix, et al. “Predicting Machine Learning Pipeline Runtimes in the Context of Automated Machine Learning.” IEEE Transactions on Pattern Analysis and Machine Intelligence, IEEE.
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2021 | Conference Paper | LibreCat-ID: 21570
Tornede, Tanja, et al. “Coevolution of Remaining Useful Lifetime Estimation Pipelines for Automated Predictive Maintenance.” Proceedings of the Genetic and Evolutionary Computation Conference, 2021.
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2021 | Conference Paper | LibreCat-ID: 22913
Hüllermeier, Eyke, et al. Automated Machine Learning, Bounded Rationality, and Rational Metareasoning. 2021.
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2021 | Preprint | LibreCat-ID: 30866
Tornede, Tanja, et al. “Towards Green Automated Machine Learning: Status Quo and Future Directions.” ArXiv:2111.05850, 2021.
LibreCat | arXiv
 
2021 | Dissertation | LibreCat-ID: 27284 | OA
Wever, Marcel Dominik. Automated Machine Learning for Multi-Label Classification. 2021, doi:10.17619/UNIPB/1-1302.
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2021 | Conference Paper | LibreCat-ID: 21198
Hanselle, Jonas Manuel, et al. Algorithm Selection as Superset Learning: Constructing Algorithm Selectors from Imprecise Performance Data. 2021.
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2020 | Conference Paper | LibreCat-ID: 17407
Tornede, Alexander, et al. “Extreme Algorithm Selection with Dyadic Feature Representation.” Discovery Science, 2020.
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2020 | Conference Paper | LibreCat-ID: 17408
Hanselle, Jonas Manuel, et al. “Hybrid Ranking and Regression for Algorithm Selection.” KI 2020: Advances in Artificial Intelligence, 2020.
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2020 | Conference Paper | LibreCat-ID: 17424
Tornede, Tanja, et al. “AutoML for Predictive Maintenance: One Tool to RUL Them All.” Proceedings of the ECMLPKDD 2020, 2020, doi:10.1007/978-3-030-66770-2_8.
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2020 | Conference Paper | LibreCat-ID: 20306
Tornede, Alexander, et al. “Towards Meta-Algorithm Selection.” Workshop MetaLearn 2020 @ NeurIPS 2020, 2020.
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2020 | Conference Paper | LibreCat-ID: 18276
Tornede, Alexander, et al. “Run2Survive: A Decision-Theoretic Approach to Algorithm Selection Based on Survival Analysis.” ACML 2020, 2020.
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2020 | Conference Paper | LibreCat-ID: 15629
Wever, Marcel Dominik, et al. LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-Label Classification. Springer.
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2020 | Journal Article | LibreCat-ID: 15025
Wever, Marcel Dominik, et al. “Multi-Oracle Coevolutionary Learning of Requirements Specifications from Examples in On-The-Fly Markets.” Evolutionary Computation, vol. 28, no. 2, MIT Press Journals, 2020, pp. 165–193, doi:10.1162/evco_a_00266.
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2020 | Dissertation | LibreCat-ID: 16935
Moussalem, Diego Campos. Knowledge Graphs for Multilingual Language Translation and Generation. 2020, doi:10.17619/UNIPB/1-980.
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2020 | Journal Article | LibreCat-ID: 13770
Karl, Holger, et al. “A Case for a New IT Ecosystem: On-The-Fly Computing.” Business & Information Systems Engineering, vol. 62, no. 6, Springer, 2020, pp. 467–81, doi:10.1007/s12599-019-00627-x.
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2019 | Conference Abstract | LibreCat-ID: 8868
Wever, Marcel Dominik, et al. Towards Automated Machine Learning for Multi-Label Classification. 2019.
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2019 | Conference Paper | LibreCat-ID: 15007 | OA
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.
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2019 | Conference Paper | LibreCat-ID: 15011 | OA
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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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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2019 | Conference Paper | LibreCat-ID: 10232 | OA
Wever, Marcel Dominik, et al. Automating Multi-Label Classification Extending ML-Plan. 2019.
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2018 | Conference Paper | LibreCat-ID: 2479 | OA
Mohr, Felix, et al. “(WIP) Towards the Automated Composition of Machine Learning Services.” SCC, IEEE, 2018, doi:10.1109/SCC.2018.00039.
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2018 | Conference Paper | LibreCat-ID: 2857 | OA
Mohr, Felix, et al. “Programmatic Task Network Planning.” Proceedings of the 1st ICAPS Workshop on Hierarchical Planning, AAAI, 2018, pp. 31–39.
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2018 | Conference Paper | LibreCat-ID: 2471 | OA
Mohr, Felix, et al. “On-The-Fly Service Construction with Prototypes.” SCC, IEEE Computer Society, 2018, doi:10.1109/SCC.2018.00036.
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2018 | Journal Article | LibreCat-ID: 3510 | OA
Mohr, Felix, et al. “ML-Plan: Automated Machine Learning via Hierarchical Planning.” Machine Learning, Springer, 2018, pp. 1495–515, doi:10.1007/s10994-018-5735-z.
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2018 | Conference Paper | LibreCat-ID: 3552 | OA
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.
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2018 | Conference Paper | LibreCat-ID: 3852 | OA
Wever, Marcel Dominik, et al. “ML-Plan for Unlimited-Length Machine Learning Pipelines.” ICML 2018 AutoML Workshop, 2018.
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2018 | Conference Paper | LibreCat-ID: 2109 | OA
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.
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2018 | Preprint | LibreCat-ID: 17713 | OA
Wever, Marcel Dominik, et al. Automated Multi-Label Classification Based on ML-Plan. Arxiv, 2018.
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2018 | Preprint | LibreCat-ID: 17714 | OA
Mohr, Felix, et al. Automated Machine Learning Service Composition. 2018.
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2018 | Bachelorsthesis | LibreCat-ID: 5693
Graf, Helena. Ranking of Classification Algorithms in AutoML. Universität Paderborn, 2018.
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2018 | Bachelorsthesis | LibreCat-ID: 5936
Scheibl, Manuel. Learning about Learning Curves from Dataset Properties. Universität Paderborn, 2018.
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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.
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2017 | Conference Paper | LibreCat-ID: 115
Jakobs, Marie-Christine, et al. “Certification Matters for Service Markets.” The Ninth International Conferences on Advanced Service Computing (SERVICE COMPUTATION), edited by Thomas Prinz Marcelo De Barros, Janusz Klink,Tadeus Uhl, 2017, pp. 7–12.
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2017 | Bachelorsthesis | LibreCat-ID: 5694
Schnitker, Nino Noel. Genetischer Algorithmus zur Erstellung von Ensembles von Nested Dichotomies. Universität Paderborn, 2017.
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2017 | Mastersthesis | LibreCat-ID: 5724
Hetzer, Alexander, and Tanja 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
Czech, Mike, et al. “Predicting Rankings of Software Verification Tools.” Proceedings of the 3rd International Workshop on Software Analytics, 2017, pp. 23–26, doi:10.1145/3121257.3121262.
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2017 | Conference Paper | LibreCat-ID: 1180 | OA
Wever, Marcel Dominik, et al. “Automatic Machine Learning: Hierachical Planning Versus Evolutionary Optimization.” 27th Workshop Computational Intelligence, 2017.
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2016 | Journal Article | LibreCat-ID: 190
Platenius, Marie Christin, et al. “Imprecise Matching of Requirements Specifications for Software Services Using Fuzzy Logic.” IEEE Transactions on Software Engineering (TSE), Presented at ICSE 2017, no. 8, IEEE, 2016, pp. 739–59, doi:10.1109/TSE.2016.2632115.
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2016 | Conference Paper | LibreCat-ID: 225
Jungmann, Alexander, and Bernd Kleinjohann. “A Holistic and Adaptive Approach for Automated Prototyping of Image Processing Functionality.” Proceedings of the 21st IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), 2016, pp. 1--8, doi:10.1109/ETFA.2016.7733522.
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2016 | Conference Paper | LibreCat-ID: 218
Jungmann, Alexander, and Bernd Kleinjohann. “Automatic Composition of Service-Based Image Processing Applications.” Proceedings of the 13th IEEE International Conference on Services Computing (SCC), 2016, pp. 106--113, doi:10.1109/SCC.2016.21.
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2016 | Dissertation | LibreCat-ID: 140
Jungmann, Alexander. Towards On-The-Fly Image Processing. Universität Paderborn, 2016.
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2016 | Dissertation | LibreCat-ID: 141
Mohr, Felix. Towards Automated Service Composition Under Quality Constraints. Universität Paderborn, 2016, doi:10.17619/UNIPB/1-171.
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2015 | Conference Paper | LibreCat-ID: 280
Arifulina, Svetlana, et al. “Market-Specific Service Compositions: Specification and Matching.” Proceedings of the IEEE 11th World Congress on Services (SERVICES), Visionary Track: Service Composition for the Future Internet, 2015, pp. 333--340, doi:10.1109/SERVICES.2015.58.
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2015 | Conference Paper | LibreCat-ID: 245
Becker, Matthias, et al. “Systematically Deriving Quality Metrics for Cloud Computing Systems.” Proceedings of the 6th ACM/SPEC International Conference on Performance Engineering, 2015, pp. 169--174, doi:10.1145/2668930.2688043.
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2015 | Journal Article | LibreCat-ID: 323
Jungmann, Alexander, and Felix Mohr. “An Approach towards Adaptive Service Composition in Markets of Composed Services.” Journal of Internet Services and Applications, no. 1, Springer, 2015, pp. 1–18, doi:10.1186/s13174-015-0022-8.
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2015 | Conference Paper | LibreCat-ID: 324
Mohr, Felix. “A Metric for Functional Reusability of Services.” Proceedings of the 14th International Conference on Software Reuse (ICSR), 2015, pp. 298--313, doi:10.1007/978-3-319-14130-5_21.
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2015 | Journal Article | LibreCat-ID: 3343
Bubeck, Uwe, and Hans Kleine Büning. “Learning Boolean Specifications.” Artificial Intelligence, Elsevier, 2015, pp. 246–57, doi:10.1016/j.artint.2015.09.003.
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2015 | Conference Paper | LibreCat-ID: 315
Jungmann, Alexander, et al. “Combining Service-Oriented Computing with Embedded Systems - A Robotics Case Study.” Proceedings of the 5th IFIP International Embedded Systems Symposium, 2015.
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2015 | Conference Paper | LibreCat-ID: 319
Mohr, Felix, et al. “Automated Online Service Composition.” Proceedings of the 12th IEEE International Conference on Services Computing (SCC), 2015, pp. 57--64, doi:10.1109/SCC.2015.18.
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2015 | Conference Paper | LibreCat-ID: 272
Jungmann, Alexander. “On Adaptivity for Automated Composition of Service Functionality.” Proceedings of the IEEE 11th World Congress on Services (SERVICES), 2015, pp. 329--332, doi:10.1109/SERVICES.2015.57.
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2014 | Conference Paper | LibreCat-ID: 345
Jungmann, Alexander, and Bernd Kleinjohann. “Towards Context-Sensitive Service Composition for Service-Oriented Image Processing.” Proceedings of the 6th International Conference on Cloud Computing Technology and Science (CloudCom), 2014, pp. 755–58, doi:10.1109/CloudCom.2014.154.
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2014 | Conference Paper | LibreCat-ID: 346
Brangewitz, Sonja, et al. “Towards a Flexible and Privacy-Preserving Reputation System for Markets of Composed Services.” 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
Mohr, Felix, and Sven Walther. “Template-Based Generation of Semantic Services.” Proceedings of the 14th International Conference on Software Reuse (ICSR), 2014, pp. 188–203, doi:10.1007/978-3-319-14130-5_14.
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2014 | Conference Paper | LibreCat-ID: 366
Petrlic, Ronald, et al. “Security and Privacy Challenges in On-The-Fly Computing.” Tagungsband Der 4. Konferenz Software-Technologien Und -Prozesse (STeP 2014), 2014, pp. 131–42.
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2014 | Conference Paper | LibreCat-ID: 447
Jungmann, Alexander, et al. “Combining Automatic Service Composition with Adaptive Service Recommendation for Dynamic Markets of Services.” Proceedings of the 10th World Congress on Services (SERVICES), 2014, pp. 346–53, doi:10.1109/SERVICES.2014.68.
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2014 | Mastersthesis | LibreCat-ID: 454
Heldt, Waleri. Automated Service Composition: Adaption of the ASTRO Approach. Universität Paderborn, 2014.
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2014 | Conference Paper | LibreCat-ID: 457
Jungmann, Alexander, et al. “Applying Reinforcement Learning for Resolving Ambiguity in Service Composition.” Proceedings of the 7th International Conference on Service Oriented Computing and Applications (SOCA), 2014, pp. 105–12, doi:10.1109/SOCA.2014.48.
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2014 | Conference Paper | LibreCat-ID: 407
Mohr, Felix. “Issues of Automated Software Composition in AI Planning.” Proceedings of the 29th International Conference on Automated Software Engineering (ASE), 2014, pp. 895--898, doi:10.1145/2642937.2653470.
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2014 | Journal Article | LibreCat-ID: 410
Jungmann, Alexander, et al. “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, IARIA, 2014, pp. 572--594.
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2014 | Bachelorsthesis | LibreCat-ID: 424
Finkensiep, Christoph. Fast and Flexible Automatic Composition of Semantic Web Services. Universität Paderborn, 2014.
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2014 | Conference Paper | LibreCat-ID: 425
Jungmann, Alexander, et al. “Evaluation of Color Spaces for Robust Image Segmentation.” Proceedings of the 9th International Conference on Computer Vision Theory and Applications (VISAPP), 2014, pp. 648–55.
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2014 | Conference Paper | LibreCat-ID: 428
Mohr, Felix. “Estimating Functional Reusability of Services.” Proceedings of the 12th International Conference on Service Oriented Computing (ICSOC), 2014, pp. 411–18.
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2013 | Bachelorsthesis | LibreCat-ID: 482
Bieshaar, Maarten. Statistisches Planen von Aktionen für autonome mobile Roboter in realen Umgebungen. Universität Paderborn, 2013.
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2013 | Conference Paper | LibreCat-ID: 485
Mohr, Felix, and Hans Kleine Büning. “Semi-Automated Software Composition Through Generated Components.” Proceedings of the 15th International Conference on Information Integration and Web-Based Applications & Services (IiWAS), 2013, pp. 676–80, doi:10.1145/2539150.2539235.
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2013 | Conference Paper | LibreCat-ID: 495
Mohr, Felix, et al. “Reducing Nondeterminism in Automated Service Composition.” Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA), 2013, pp. 154–61, doi:10.1109/SOCA.2013.25.
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2013 | Journal Article | LibreCat-ID: 515
Jungmann, Alexander, et al. “Learning Service Recommendations.” International Journal of Business Process Integration and Management, no. 4, InderScience, 2013, pp. 284–97, doi:10.1504/IJBPIM.2013.059135.
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2013 | Conference Paper | LibreCat-ID: 516
Jungmann, Alexander, and Bernd Kleinjohann. “Learning Recommendation System for Automated Service Composition.” Proceedings of the 10th IEEE International Conference on Services Computing (SCC), 2013, pp. 97–104, doi:10.1109/SCC.2013.66.
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2013 | Bachelorsthesis | LibreCat-ID: 530
Buse, Dominik. Entwurf Kooperativer Verhaltensweisen Heterogener Roboter. Universität Paderborn, 2013.
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2013 | Bachelorsthesis | LibreCat-ID: 533
Borkowski, Richard. Entwicklung eines Hybriden Planers zur verhaltensorientierten Selbstoptimierung. Universität Paderborn, 2013.
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2012 | Conference Paper | LibreCat-ID: 568
Jungmann, Alexander, and Bernd Kleinjohann. “Towards the Application of Reinforcement Learning Techniques for Quality-Based Service Selection in Automated Service Composition.” Proceedings of the 9th IEEE International Conference on Service Computing (SCC), 2012, pp. 701–02, doi:10.1109/SCC.2012.76.
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2012 | Conference Paper | LibreCat-ID: 571
Jungmann, Alexander, and Bernd Kleinjohann. “Towards an Integrated Service Rating and Ranking Methodology for Quality Based Service Selection in Automatic Service Composition.” 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
Jungmann, Alexander, et al. “Efficient Color-Based Image Segmentation and Feature Classification for Image Processing in Embedded Systems.” Proceedings of the Fourth International Conference on Resource Intensive Applications and Services (INTENSIVE), 2012, pp. 22–29.
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