44 Publications

2019 | Conference Paper | LibreCat-ID: 10232
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.
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2019 | Conference Abstract | LibreCat-ID: 8956
A. Hetzer, M. D. Wever, F. Mohr, and E. Hüllermeier, “Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking,” presented at the European Conference on Data Analysis (ECDA), Bayreuth, Germany, 2019.
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2019 | Journal Article | LibreCat-ID: 13770
H. Karl, D. Kundisch, F. Meyer auf der Heide, and H. Wehrheim, “Case for a New IT Ecosystem: On-The-Fly Computing,” Business & Information Systems Engineering.
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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.
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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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2018 | Conference Paper | LibreCat-ID: 3852
M. D. Wever, F. Mohr, and E. Hüllermeier, “ML-Plan for Unlimited-Length Machine Learning Pipelines,” in ICML 2018 AutoML Workshop, Stockholm, Sweden, 2018.
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2018 | Conference Paper | LibreCat-ID: 2479
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.
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2018 | Conference Paper | LibreCat-ID: 2109
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.
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2018 | Conference Paper | LibreCat-ID: 2471
F. Mohr, M. D. Wever, and E. Hüllermeier, “On-The-Fly Service Construction with Prototypes,” in SCC, San Francisco, CA, USA, 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.
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2018 | Conference Paper | LibreCat-ID: 3552
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.
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2018 | Conference Paper | LibreCat-ID: 2857
F. Mohr, T. Lettmann, E. Hüllermeier, and M. D. Wever, “Programmatic Task Network Planning,” in Proceedings of the 28th International Conference on Automated Planning and Scheduling, Delft, Netherlands, 2018.
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2018 | Journal Article | LibreCat-ID: 3510
F. Mohr, M. D. Wever, and E. Hüllermeier, “ML-Plan: Automated Machine Learning via Hierarchical Planning,” Machine Learning, 2018.
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2017 | Conference Paper | LibreCat-ID: 1180
M. D. Wever, F. Mohr, and E. Hüllermeier, “Automatic Machine Learning: Hierachical Planning Versus Evolutionary Optimization,” in 27th Workshop Computational Intelligence, Dortmund, 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.
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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.
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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.
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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.
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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.
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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.
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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.
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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: 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.
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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.
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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: 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 | 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.
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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.
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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.
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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: 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.
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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: 428
F. Mohr, “Estimating Functional Reusability of Services,” in Proceedings of the 12th International Conference on Service Oriented Computing (ICSOC), 2014, pp. 411–418.
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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: 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: 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.
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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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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 | 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 | 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.
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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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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.
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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.
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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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