69 Publications

2023 | Book Chapter | LibreCat-ID: 45884 | OA
Hanselle, Jonas Manuel, Eyke Hüllermeier, Felix Mohr, Axel-Cyrille Ngonga Ngomo, Mohamed Sherif, Alexander Tornede, and Marcel Dominik Wever. “Configuration and Evaluation.” In On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:85–104. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. https://doi.org/10.5281/zenodo.8068466.
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2023 | Book | LibreCat-ID: 45863 | OA
Haake, Claus-Jochen, Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim. On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets. Vol. 412. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. https://doi.org/10.17619/UNIPB/1-1797.
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2022 | Preprint | LibreCat-ID: 30868
Schede, Elias, Jasmin Brandt, Alexander Tornede, Marcel Dominik Wever, Viktor Bengs, Eyke Hüllermeier, and Kevin Tierney. “A Survey of Methods for Automated Algorithm Configuration.” ArXiv:2202.01651, 2022.
LibreCat | arXiv
 
2022 | Conference Paper | LibreCat-ID: 34103
Fehring, Lukass, Jonas Manuel Hanselle, and Alexander Tornede. “HARRIS: Hybrid Ranking and Regression Forests for Algorithm Selection.” In Workshop on Meta-Learning (MetaLearn 2022) @ NeurIPS 2022, 2022.
LibreCat | arXiv
 
2022 | Conference Paper | LibreCat-ID: 31806
Dreßler, Kevin, Mohamed Sherif, and Axel-Cyrille Ngonga Ngomo. “ADAGIO - Automated Data Augmentation of Knowledge Graphs Using Multi-Expression Learning.” In Proceedings of the 33rd ACM Conference on Hypertext and Hypermedia, 2022. https://doi.org/10.1145/3511095.3531287.
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2022 | Preprint | LibreCat-ID: 30867
Tornede, Alexander, Viktor Bengs, and Eyke 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
Tornede, Alexander, Lukas Gehring, Tanja Tornede, Marcel Dominik Wever, and Eyke Hüllermeier. “Algorithm Selection on a Meta Level.” Machine Learning, 2022.
LibreCat | arXiv
 
2022 | Journal Article | LibreCat-ID: 33090
Gevers, Karina, Alexander Tornede, Marcel Dominik Wever, Volker Schöppner, and Eyke Hüllermeier. “A Comparison of Heuristic, Statistical, and Machine Learning Methods for Heated Tool Butt Welding of Two Different Materials.” Welding in the World, 2022. https://doi.org/10.1007/s40194-022-01339-9.
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2021 | Conference Paper | LibreCat-ID: 28350
Sharma, Arnab, Caglar Demir, Axel-Cyrille Ngonga Ngomo, and Heike Wehrheim. “MLCHECK–Property-Driven Testing of Machine Learning Classifiers.” In Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA). IEEE, n.d.
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2021 | Journal Article | LibreCat-ID: 21004
Wever, Marcel Dominik, Alexander Tornede, Felix Mohr, and Eyke Hüllermeier. “AutoML for Multi-Label Classification: Overview and Empirical Evaluation.” IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021, 1–1. https://doi.org/10.1109/tpami.2021.3051276.
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2021 | Journal Article | LibreCat-ID: 21092
Mohr, Felix, Marcel Dominik Wever, Alexander Tornede, and Eyke Hüllermeier. “Predicting Machine Learning Pipeline Runtimes in the Context of Automated Machine Learning.” IEEE Transactions on Pattern Analysis and Machine Intelligence, n.d.
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2021 | Conference Paper | LibreCat-ID: 21570
Tornede, Tanja, Alexander Tornede, Marcel Dominik Wever, and Eyke Hüllermeier. “Coevolution of Remaining Useful Lifetime Estimation Pipelines for Automated Predictive Maintenance.” In Proceedings of the Genetic and Evolutionary Computation Conference, 2021.
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2021 | Conference Paper | LibreCat-ID: 22913
Hüllermeier, Eyke, Felix Mohr, Alexander Tornede, and Marcel Dominik Wever. “Automated Machine Learning, Bounded Rationality, and Rational Metareasoning,” 2021.
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2021 | Preprint | LibreCat-ID: 30866
Tornede, Tanja, Alexander Tornede, Jonas Manuel Hanselle, Marcel Dominik Wever, Felix Mohr, and Eyke Hüllermeier. “Towards Green Automated Machine Learning: Status Quo and Future Directions.” ArXiv:2111.05850, 2021.
LibreCat | arXiv
 
2021 | Conference Paper | LibreCat-ID: 21198
Hanselle, Jonas Manuel, Alexander Tornede, Marcel Dominik Wever, and Eyke Hüllermeier. “Algorithm Selection as Superset Learning: Constructing Algorithm Selectors from Imprecise Performance Data.” PAKDD, 2021.
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2020 | Conference Paper | LibreCat-ID: 17407
Tornede, Alexander, Marcel Dominik Wever, and Eyke Hüllermeier. “Extreme Algorithm Selection with Dyadic Feature Representation.” In Discovery Science, 2020.
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2020 | Conference Paper | LibreCat-ID: 17408
Hanselle, Jonas Manuel, Alexander Tornede, Marcel Dominik Wever, and Eyke Hüllermeier. “Hybrid Ranking and Regression for Algorithm Selection.” In KI 2020: Advances in Artificial Intelligence, 2020.
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2020 | Conference Paper | LibreCat-ID: 17424
Tornede, Tanja, Alexander Tornede, Marcel Dominik Wever, Felix Mohr, and Eyke Hüllermeier. “AutoML for Predictive Maintenance: One Tool to RUL Them All.” In Proceedings of the ECMLPKDD 2020, 2020. https://doi.org/10.1007/978-3-030-66770-2_8.
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2020 | Conference Paper | LibreCat-ID: 20306
Tornede, Alexander, Marcel Dominik Wever, and Eyke Hüllermeier. “Towards Meta-Algorithm Selection.” In Workshop MetaLearn 2020 @ NeurIPS 2020, 2020.
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2020 | Conference Paper | LibreCat-ID: 18276
Tornede, Alexander, Marcel Dominik Wever, Stefan Werner, Felix Mohr, and Eyke Hüllermeier. “Run2Survive: A Decision-Theoretic Approach to Algorithm Selection Based on Survival Analysis.” In ACML 2020, 2020.
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2020 | Conference Paper | LibreCat-ID: 15629
Wever, Marcel Dominik, Alexander Tornede, Felix Mohr, and Eyke Hüllermeier. “LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-Label Classification.” Springer, n.d.
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2020 | Journal Article | LibreCat-ID: 15025
Wever, Marcel Dominik, Lorijn van Rooijen, and Heiko Hamann. “Multi-Oracle Coevolutionary Learning of Requirements Specifications from Examples in On-The-Fly Markets.” Evolutionary Computation 28, no. 2 (2020): 165–193. https://doi.org/10.1162/evco_a_00266.
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2020 | Journal Article | LibreCat-ID: 13770
Karl, Holger, Dennis Kundisch, Friedhelm Meyer auf der Heide, and Heike Wehrheim. “A Case for a New IT Ecosystem: On-The-Fly Computing.” Business & Information Systems Engineering 62, no. 6 (2020): 467–81. https://doi.org/10.1007/s12599-019-00627-x.
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2019 | Conference Abstract | LibreCat-ID: 8868
Wever, Marcel Dominik, Felix Mohr, Eyke Hüllermeier, and Alexander Hetzer. “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.” In Proceedings ACML, Asian Conference on Machine Learning (Proceedings of Machine Learning Research, 101), 2019. https://doi.org/10.1016/j.jmva.2019.02.017.
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2019 | Conference Paper | LibreCat-ID: 15011 | OA
Tornede, Alexander, Marcel Dominik Wever, and Eyke Hüllermeier. “Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking.” In Proceedings - 29. Workshop Computational Intelligence, Dortmund, 28. - 29. November 2019, edited by Frank Hoffmann, Eyke Hüllermeier, and Ralf Mikut, 135–46. KIT Scientific Publishing, Karlsruhe, 2019.
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2019 | Conference Abstract | LibreCat-ID: 13132
Mohr, Felix, Marcel Dominik Wever, Alexander Tornede, and Eyke Hüllermeier. “From Automated to On-The-Fly Machine Learning.” In INFORMATIK 2019: 50 Jahre Gesellschaft Für Informatik – Informatik Für Gesellschaft, 273–74. INFORMATIK 2019, Lecture Notes in Informatics (LNI), Gesellschaft Für Informatik. Bonn: Gesellschaft für Informatik e.V., 2019.
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2019 | Conference Paper | LibreCat-ID: 10232 | OA
Wever, Marcel Dominik, Felix Mohr, Alexander Tornede, and Eyke Hüllermeier. “Automating Multi-Label Classification Extending ML-Plan,” 2019.
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2018 | Conference Paper | LibreCat-ID: 2479 | OA
Mohr, Felix, Marcel Dominik Wever, Eyke Hüllermeier, and Amin Faez. “(WIP) Towards the Automated Composition of Machine Learning Services.” In SCC. San Francisco, CA, USA: IEEE, 2018. https://doi.org/10.1109/SCC.2018.00039.
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2018 | Conference Paper | LibreCat-ID: 2857 | OA
Mohr, Felix, Theodor Lettmann, Eyke Hüllermeier, and Marcel Dominik Wever. “Programmatic Task Network Planning.” In Proceedings of the 1st ICAPS Workshop on Hierarchical Planning, 31–39. AAAI, 2018.
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2018 | Conference Paper | LibreCat-ID: 2471 | OA
Mohr, Felix, Marcel Dominik Wever, and Eyke Hüllermeier. “On-The-Fly Service Construction with Prototypes.” In SCC. San Francisco, CA, USA: IEEE Computer Society, 2018. https://doi.org/10.1109/SCC.2018.00036.
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2018 | Journal Article | LibreCat-ID: 3510 | OA
Mohr, Felix, Marcel Dominik Wever, and Eyke Hüllermeier. “ML-Plan: Automated Machine Learning via Hierarchical Planning.” Machine Learning, 2018, 1495–1515. https://doi.org/10.1007/s10994-018-5735-z.
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2018 | Conference Paper | LibreCat-ID: 3552 | OA
Mohr, Felix, Marcel Dominik Wever, and Eyke Hüllermeier. “Reduction Stumps for Multi-Class Classification.” In Proceedings of the Symposium on Intelligent Data Analysis. ‘s-Hertogenbosch, the Netherlands, n.d. https://doi.org/10.1007/978-3-030-01768-2_19.
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2018 | Conference Paper | LibreCat-ID: 3852 | OA
Wever, Marcel Dominik, Felix Mohr, and Eyke Hüllermeier. “ML-Plan for Unlimited-Length Machine Learning Pipelines.” In ICML 2018 AutoML Workshop, 2018.
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2018 | Conference Paper | LibreCat-ID: 2109 | OA
Wever, Marcel Dominik, Felix Mohr, and Eyke 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: ACM, 2018. https://doi.org/10.1145/3205455.3205562.
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2018 | Preprint | LibreCat-ID: 17713 | OA
Wever, Marcel Dominik, Felix Mohr, and Eyke Hüllermeier. “Automated Multi-Label Classification Based on ML-Plan.” Arxiv, 2018.
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2018 | Preprint | LibreCat-ID: 17714 | OA
Mohr, Felix, Marcel Dominik Wever, and Eyke Hüllermeier. “Automated Machine Learning Service Composition,” 2018.
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2018 | Book Chapter | LibreCat-ID: 6423
Schäfer, Dirk, and Eyke Hüllermeier. “Preference-Based Reinforcement Learning Using Dyad Ranking.” In Discovery Science, 161–75. Cham: Springer International Publishing, 2018. https://doi.org/10.1007/978-3-030-01771-2_11.
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2017 | Conference Paper | LibreCat-ID: 115
Jakobs, Marie-Christine, Julia Krämer, Dirk van Straaten, and Theodor Lettmann. “Certification Matters for Service Markets.” In The Ninth International Conferences on Advanced Service Computing (SERVICE COMPUTATION), edited by Thomas Prinz Marcelo De Barros, Janusz Klink,Tadeus Uhl, 7–12, 2017.
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2017 | Conference Paper | LibreCat-ID: 71
Czech, Mike, Eyke Hüllermeier, Marie-Christine Jakobs, and Heike Wehrheim. “Predicting Rankings of Software Verification Tools.” In Proceedings of the 3rd International Workshop on Software Analytics, 23–26. SWAN’17, 2017. https://doi.org/10.1145/3121257.3121262.
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2017 | Conference Paper | LibreCat-ID: 1180 | OA
Wever, Marcel Dominik, Felix Mohr, and Eyke Hüllermeier. “Automatic Machine Learning: Hierachical Planning Versus Evolutionary Optimization.” In 27th Workshop Computational Intelligence. Dortmund, 2017.
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2016 | Journal Article | LibreCat-ID: 190
Platenius, Marie Christin, Ammar Shaker, Matthias Becker, Eyke Hüllermeier, and Wilhelm Schäfer. “Imprecise Matching of Requirements Specifications for Software Services Using Fuzzy Logic.” IEEE Transactions on Software Engineering (TSE), Presented at ICSE 2017, no. 8 (2016): 739–59. https://doi.org/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.” In Proceedings of the 21st IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), 1--8, 2016. https://doi.org/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.” In Proceedings of the 13th IEEE International Conference on Services Computing (SCC), 106--113, 2016. https://doi.org/10.1109/SCC.2016.21.
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2015 | Conference Paper | LibreCat-ID: 280
Arifulina, Svetlana, Marie Christin Platenius, Felix Mohr, Gregor Engels, and Wilhelm 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, 333--340, 2015. https://doi.org/10.1109/SERVICES.2015.58.
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2015 | Conference Paper | LibreCat-ID: 245
Becker, Matthias, Sebastian Lehrig, and Steffen Becker. “Systematically Deriving Quality Metrics for Cloud Computing Systems.” In Proceedings of the 6th ACM/SPEC International Conference on Performance Engineering, 169--174. ICPE ’15. New York, NY, USA, 2015. https://doi.org/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 (2015): 1–18. https://doi.org/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.” In Proceedings of the 14th International Conference on Software Reuse (ICSR), 298--313. LNCS, 2015. https://doi.org/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, 2015, 246–57. https://doi.org/10.1016/j.artint.2015.09.003.
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2015 | Conference Paper | LibreCat-ID: 315
Jungmann, Alexander, Jan Jatzkowski, and Bernd 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
Mohr, Felix, Alexander Jungmann, and Hans Kleine Büning. “Automated Online Service Composition.” In Proceedings of the 12th IEEE International Conference on Services Computing (SCC), 57--64, 2015. https://doi.org/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.” In Proceedings of the IEEE 11th World Congress on Services (SERVICES), 329--332, 2015. https://doi.org/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.” In Proceedings of the 6th International Conference on Cloud Computing Technology and Science (CloudCom), 755–58, 2014. https://doi.org/10.1109/CloudCom.2014.154.
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2014 | Conference Paper | LibreCat-ID: 346
Brangewitz, Sonja, Alexander Jungmann, Ronald Petrlic, and Marie Christin 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), 49–57, 2014.
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2014 | Conference Paper | LibreCat-ID: 353
Mohr, Felix, and Sven Walther. “Template-Based Generation of Semantic Services.” In Proceedings of the 14th International Conference on Software Reuse (ICSR), 188–203. LNCS, 2014. https://doi.org/10.1007/978-3-319-14130-5_14.
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2014 | Conference Paper | LibreCat-ID: 366
Petrlic, Ronald, Alexander Jungmann, Marie Christin Platenius, Wilhelm Schäfer, and Christoph Sorge. “Security and Privacy Challenges in On-The-Fly Computing.” In Tagungsband Der 4. Konferenz Software-Technologien Und -Prozesse (STeP 2014), 131–42, 2014.
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2014 | Conference Paper | LibreCat-ID: 447
Jungmann, Alexander, Felix Mohr, and Bernd Kleinjohann. “Combining Automatic Service Composition with Adaptive Service Recommendation for Dynamic Markets of Services.” In Proceedings of the 10th World Congress on Services (SERVICES), 346–53, 2014. https://doi.org/10.1109/SERVICES.2014.68.
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2014 | Conference Paper | LibreCat-ID: 457
Jungmann, Alexander, Felix Mohr, and Bernd Kleinjohann. “Applying Reinforcement Learning for Resolving Ambiguity in Service Composition.” In Proceedings of the 7th International Conference on Service Oriented Computing and Applications (SOCA), 105–12, 2014. https://doi.org/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.” In Proceedings of the 29th International Conference on Automated Software Engineering (ASE), 895--898, 2014. https://doi.org/10.1145/2642937.2653470.
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2014 | Journal Article | LibreCat-ID: 410
Jungmann, Alexander, Sonja Brangewitz, Ronald Petrlic, and Marie Christin Platenius. “Incorporating Reputation Information into Decision-Making Processes in Markets of Composed Services.” International Journal On Advances in Intelligent Systems (IntSys) 7, no. 3&4 (2014): 572--594.
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2014 | Conference Paper | LibreCat-ID: 425
Jungmann, Alexander, Jan Jatzkowski, and Bernd Kleinjohann. “Evaluation of Color Spaces for Robust Image Segmentation.” In Proceedings of the 9th International Conference on Computer Vision Theory and Applications (VISAPP), 648–55, 2014.
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2014 | Conference Paper | LibreCat-ID: 428
Mohr, Felix. “Estimating Functional Reusability of Services.” In Proceedings of the 12th International Conference on Service Oriented Computing (ICSOC), 411–18. LNCS, 2014.
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2013 | Conference Paper | LibreCat-ID: 485
Mohr, Felix, and Hans 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), 676–80, 2013. https://doi.org/10.1145/2539150.2539235.
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2013 | Conference Paper | LibreCat-ID: 495
Mohr, Felix, Theodor Lettmann, and Hans Kleine Büning. “Reducing Nondeterminism in Automated Service Composition.” In Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA), 154–61, 2013. https://doi.org/10.1109/SOCA.2013.25.
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2013 | Journal Article | LibreCat-ID: 515
Jungmann, Alexander, Bernd Kleinjohann, and Elisabeth Kleinjohann. “Learning Service Recommendations.” International Journal of Business Process Integration and Management, no. 4 (2013): 284–97. https://doi.org/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.” In Proceedings of the 10th IEEE International Conference on Services Computing (SCC), 97–104, 2013. https://doi.org/10.1109/SCC.2013.66.
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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.” In Proceedings of the 9th IEEE International Conference on Service Computing (SCC), 701–2, 2012. https://doi.org/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.” In Proceedings of the 4th International Conferences on Advanced Service Computing (SERVICE COMPUTATION), 43–47, 2012.
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2012 | Conference Paper | LibreCat-ID: 617
Jungmann, Alexander, Bernd Kleinjohann, Elisabeth Kleinjohann, and Maarten 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), 22–29, 2012.
LibreCat | Files available
 

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