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64 Publications

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: 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 | 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 | 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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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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2019 | Conference Paper | LibreCat-ID: 15007

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: 10232

Wever, Marcel Dominik, Felix Mohr, Alexander Tornede, and Eyke Hüllermeier. “Automating Multi-Label Classification Extending ML-Plan,” 2019.

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2019 | Conference Paper | LibreCat-ID: 15011

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 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 | 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, n.d. https://doi.org/10.1162/evco_a_00266.

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2018 | Conference Paper | LibreCat-ID: 2479

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: 3852

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 | Preprint | LibreCat-ID: 17713

Wever, Marcel Dominik, Felix Mohr, and Eyke Hüllermeier. “Automated Multi-Label Classification Based on ML-Plan.” Arxiv, 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 | Conference Paper | LibreCat-ID: 2109

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 | Conference Paper | LibreCat-ID: 2471

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 | 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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2018 | Preprint | LibreCat-ID: 17714

Mohr, Felix, Marcel Dominik Wever, and Eyke Hüllermeier. “Automated Machine Learning Service Composition,” 2018.

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2018 | Conference Paper | LibreCat-ID: 2857

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: 3552

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 | Journal Article | LibreCat-ID: 3510

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 | Bachelorsthesis | LibreCat-ID: 5693

Graf, Helena. Ranking of Classification Algorithms in AutoML. Universität Paderborn, 2018.

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2017 | Conference Paper | LibreCat-ID: 1180

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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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 | 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 | 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, 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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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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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 | Dissertation | LibreCat-ID: 140

Jungmann, Alexander. Towards On-The-Fly Image Processing. Universität Paderborn, 2016.

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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 | Dissertation | LibreCat-ID: 141

Mohr, Felix. Towards Automated Service Composition Under Quality Constraints. Universität Paderborn, 2016. https://doi.org/10.17619/UNIPB/1-171.

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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: 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: 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 | 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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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: 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: 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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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 | 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: 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: 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: 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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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 | Mastersthesis | LibreCat-ID: 454

Heldt, Waleri. Automated Service Composition: Adaption of the ASTRO Approach. Universität Paderborn, 2014.

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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: 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: 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: 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 | 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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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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2013 | Bachelorsthesis | LibreCat-ID: 530

Buse, Dominik. Entwurf Kooperativer Verhaltensweisen Heterogener Roboter. 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.” 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 | Bachelorsthesis | LibreCat-ID: 533

Borkowski, Richard. Entwicklung eines Hybriden Planers zur verhaltensorientierten Selbstoptimierung. Universität Paderborn, 2013.

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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: 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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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.

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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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