69 Publications

2023 | Book Chapter | LibreCat-ID: 45884 | OA
Hanselle JM, Hüllermeier E, Mohr F, et al. Configuration and Evaluation. In: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:85-104. doi:10.5281/zenodo.8068466
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2023 | Book | LibreCat-ID: 45863 | OA
Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H. On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets. Vol 412. Heinz Nixdorf Institut, Universität Paderborn; 2023. doi:10.17619/UNIPB/1-1797
LibreCat | Files available | DOI
 
2022 | Preprint | LibreCat-ID: 30868
Schede E, Brandt J, Tornede A, et al. A Survey of Methods for Automated Algorithm Configuration. arXiv:220201651. Published online 2022.
LibreCat | arXiv
 
2022 | Conference Paper | LibreCat-ID: 34103
Fehring L, Hanselle JM, Tornede A. 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 K, Sherif M, Ngonga Ngomo A-C. ADAGIO - Automated Data Augmentation of Knowledge Graphs Using Multi-expression Learning. In: Proceedings of the 33rd ACM Conference on Hypertext and Hypermedia. ; 2022. doi:10.1145/3511095.3531287
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2022 | Preprint | LibreCat-ID: 30867
Tornede A, Bengs V, Hüllermeier E. Machine Learning for Online Algorithm Selection under Censored Feedback. Proceedings of the 36th AAAI Conference on Artificial Intelligence. Published online 2022.
LibreCat | arXiv
 
2022 | Preprint | LibreCat-ID: 30865
Tornede A, Gehring L, Tornede T, Wever MD, Hüllermeier E. Algorithm Selection on a Meta Level. Machine Learning. Published online 2022.
LibreCat | arXiv
 
2022 | Journal Article | LibreCat-ID: 33090
Gevers K, Tornede A, Wever MD, Schöppner V, Hüllermeier E. A comparison of heuristic, statistical, and machine learning methods for heated tool butt welding of two different materials. Welding in the World. Published online 2022. doi:10.1007/s40194-022-01339-9
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2021 | Conference Paper | LibreCat-ID: 28350
Sharma A, Demir C, Ngonga Ngomo A-C, Wehrheim H. MLCHECK–Property-Driven Testing of Machine Learning Classifiers. In: 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 MD, Tornede A, Mohr F, Hüllermeier E. AutoML for Multi-Label Classification: Overview and Empirical Evaluation. IEEE Transactions on Pattern Analysis and Machine Intelligence. Published online 2021:1-1. doi:10.1109/tpami.2021.3051276
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2021 | Journal Article | LibreCat-ID: 21092
Mohr F, Wever MD, Tornede A, Hüllermeier E. 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
Tornede T, Tornede A, Wever MD, Hüllermeier E. 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 E, Mohr F, Tornede A, Wever MD. Automated Machine Learning, Bounded Rationality, and Rational Metareasoning. In: ; 2021.
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2021 | Preprint | LibreCat-ID: 30866
Tornede T, Tornede A, Hanselle JM, Wever MD, Mohr F, Hüllermeier E. Towards Green Automated Machine Learning: Status Quo and Future Directions. arXiv:211105850. Published online 2021.
LibreCat | arXiv
 
2021 | Conference Paper | LibreCat-ID: 21198
Hanselle JM, Tornede A, Wever MD, Hüllermeier E. Algorithm Selection as Superset Learning: Constructing Algorithm Selectors from Imprecise Performance Data. Published online 2021.
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2020 | Conference Paper | LibreCat-ID: 17407
Tornede A, Wever MD, Hüllermeier E. Extreme Algorithm Selection with Dyadic Feature Representation. In: Discovery Science. ; 2020.
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2020 | Conference Paper | LibreCat-ID: 17408
Hanselle JM, Tornede A, Wever MD, Hüllermeier E. 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 T, Tornede A, Wever MD, Mohr F, Hüllermeier E. AutoML for Predictive Maintenance: One Tool to RUL Them All. In: 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 A, Wever MD, Hüllermeier E. Towards Meta-Algorithm Selection. In: Workshop MetaLearn 2020 @ NeurIPS 2020. ; 2020.
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2020 | Conference Paper | LibreCat-ID: 18276
Tornede A, Wever MD, Werner S, Mohr F, Hüllermeier E. 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 MD, Tornede A, Mohr F, Hüllermeier E. LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-Label Classification. In: Springer.
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2020 | Journal Article | LibreCat-ID: 15025
Wever MD, van Rooijen L, Hamann H. Multi-Oracle Coevolutionary Learning of Requirements Specifications from Examples in On-The-Fly Markets. Evolutionary Computation. 2020;28(2):165–193. doi:10.1162/evco_a_00266
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2020 | Journal Article | LibreCat-ID: 13770
Karl H, Kundisch D, Meyer auf der Heide F, Wehrheim H. A Case for a New IT Ecosystem: On-The-Fly Computing. Business & Information Systems Engineering. 2020;62(6):467-481. doi:10.1007/s12599-019-00627-x
LibreCat | Files available | DOI
 
2019 | Conference Abstract | LibreCat-ID: 8868
Wever MD, Mohr F, Hüllermeier E, Hetzer A. Towards Automated Machine Learning for Multi-Label Classification. In: ; 2019.
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2019 | Conference Paper | LibreCat-ID: 15007 | OA
Melnikov V, Hüllermeier E. 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. doi:10.1016/j.jmva.2019.02.017
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2019 | Conference Paper | LibreCat-ID: 15011 | OA
Tornede A, Wever MD, Hüllermeier E. Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking. In: Hoffmann F, Hüllermeier E, Mikut R, eds. Proceedings - 29. Workshop Computational Intelligence, Dortmund, 28. - 29. November 2019. KIT Scientific Publishing, Karlsruhe; 2019:135-146.
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2019 | Conference Abstract | LibreCat-ID: 13132
Mohr F, Wever MD, Tornede A, Hüllermeier E. From Automated to On-The-Fly Machine Learning. In: INFORMATIK 2019: 50 Jahre Gesellschaft Für Informatik – Informatik Für Gesellschaft. INFORMATIK 2019, Lecture Notes in Informatics (LNI), Gesellschaft für Informatik. Bonn: Gesellschaft für Informatik e.V.; 2019:273-274.
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2019 | Conference Paper | LibreCat-ID: 10232 | OA
Wever MD, Mohr F, Tornede A, Hüllermeier E. Automating Multi-Label Classification Extending ML-Plan. In: ; 2019.
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2018 | Conference Paper | LibreCat-ID: 2479 | OA
Mohr F, Wever MD, Hüllermeier E, Faez A. (WIP) Towards the Automated Composition of Machine Learning Services. In: SCC. San Francisco, CA, USA: IEEE; 2018. doi:10.1109/SCC.2018.00039
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2018 | Conference Paper | LibreCat-ID: 2857 | OA
Mohr F, Lettmann T, Hüllermeier E, Wever MD. Programmatic Task Network Planning. In: Proceedings of the 1st ICAPS Workshop on Hierarchical Planning. AAAI; 2018:31-39.
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2018 | Conference Paper | LibreCat-ID: 2471 | OA
Mohr F, Wever MD, Hüllermeier E. On-The-Fly Service Construction with Prototypes. In: SCC. San Francisco, CA, USA: IEEE Computer Society; 2018. doi:10.1109/SCC.2018.00036
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2018 | Journal Article | LibreCat-ID: 3510 | OA
Mohr F, Wever MD, Hüllermeier E. ML-Plan: Automated Machine Learning via Hierarchical Planning. Machine Learning. Published online 2018:1495-1515. doi:10.1007/s10994-018-5735-z
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2018 | Conference Paper | LibreCat-ID: 3552 | OA
Mohr F, Wever MD, Hüllermeier E. Reduction Stumps for Multi-Class Classification. In: Proceedings of the Symposium on Intelligent Data Analysis. ‘s-Hertogenbosch, the Netherlands. doi:10.1007/978-3-030-01768-2_19
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2018 | Conference Paper | LibreCat-ID: 3852 | OA
Wever MD, Mohr F, Hüllermeier E. 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 MD, Mohr F, Hüllermeier E. 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. doi:10.1145/3205455.3205562
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2018 | Preprint | LibreCat-ID: 17713 | OA
Wever MD, Mohr F, Hüllermeier E. Automated Multi-Label Classification based on ML-Plan. Published online 2018.
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2018 | Preprint | LibreCat-ID: 17714 | OA
Mohr F, Wever MD, Hüllermeier E. Automated machine learning service composition. Published online 2018.
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2018 | Book Chapter | LibreCat-ID: 6423
Schäfer D, Hüllermeier E. Preference-Based Reinforcement Learning Using Dyad Ranking. In: Discovery Science. Cham: Springer International Publishing; 2018:161-175. doi:10.1007/978-3-030-01771-2_11
LibreCat | Files available | DOI
 
2017 | Conference Paper | LibreCat-ID: 115
Jakobs M-C, Krämer J, van Straaten D, Lettmann T. Certification Matters for Service Markets. In: Marcelo De Barros, Janusz Klink,Tadeus Uhl TP, ed. The Ninth International Conferences on Advanced Service Computing (SERVICE COMPUTATION). ; 2017:7-12.
LibreCat | Files available
 
2017 | Conference Paper | LibreCat-ID: 71
Czech M, Hüllermeier E, Jakobs M-C, Wehrheim H. Predicting Rankings of Software Verification Tools. In: Proceedings of the 3rd International Workshop on Software Analytics. SWAN’17. ; 2017:23-26. doi:10.1145/3121257.3121262
LibreCat | Files available | DOI
 
2017 | Conference Paper | LibreCat-ID: 1180 | OA
Wever MD, Mohr F, Hüllermeier E. 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 MC, Shaker A, Becker M, Hüllermeier E, Schäfer W. Imprecise Matching of Requirements Specifications for Software Services using Fuzzy Logic. IEEE Transactions on Software Engineering (TSE), presented at ICSE 2017. 2016;(8):739-759. doi:10.1109/TSE.2016.2632115
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2016 | Conference Paper | LibreCat-ID: 225
Jungmann A, Kleinjohann B. 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). ; 2016:1--8. doi:10.1109/ETFA.2016.7733522
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2016 | Conference Paper | LibreCat-ID: 218
Jungmann A, Kleinjohann B. Automatic Composition of Service-based Image Processing Applications. In: Proceedings of the 13th IEEE International Conference on Services Computing (SCC). ; 2016:106--113. doi:10.1109/SCC.2016.21
LibreCat | Files available | DOI
 
2015 | Conference Paper | LibreCat-ID: 280
Arifulina S, Platenius MC, Mohr F, Engels G, Schäfer W. 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. ; 2015:333--340. doi:10.1109/SERVICES.2015.58
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2015 | Conference Paper | LibreCat-ID: 245
Becker M, Lehrig S, Becker S. Systematically Deriving Quality Metrics for Cloud Computing Systems. In: Proceedings of the 6th ACM/SPEC International Conference on Performance Engineering. ICPE ’15. New York, NY, USA; 2015:169--174. doi:10.1145/2668930.2688043
LibreCat | Files available | DOI
 
2015 | Journal Article | LibreCat-ID: 323
Jungmann A, Mohr F. An approach towards adaptive service composition in markets of composed services. Journal of Internet Services and Applications. 2015;(1):1-18. doi:10.1186/s13174-015-0022-8
LibreCat | Files available | DOI
 
2015 | Conference Paper | LibreCat-ID: 324
Mohr F. A Metric for Functional Reusability of Services. In: Proceedings of the 14th International Conference on Software Reuse (ICSR). LNCS. ; 2015:298--313. doi:10.1007/978-3-319-14130-5_21
LibreCat | Files available | DOI
 
2015 | Journal Article | LibreCat-ID: 3343
Bubeck U, Kleine Büning H. Learning Boolean Specifications. Artificial Intelligence. 2015:246-257. doi:10.1016/j.artint.2015.09.003
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2015 | Conference Paper | LibreCat-ID: 315
Jungmann A, Jatzkowski J, Kleinjohann B. Combining Service-oriented Computing with Embedded Systems - A Robotics Case Study. In: Proceedings of the 5th IFIP International Embedded Systems Symposium. ; 2015.
LibreCat | Files available
 
2015 | Conference Paper | LibreCat-ID: 319
Mohr F, Jungmann A, Kleine Büning H. Automated Online Service Composition. In: Proceedings of the 12th IEEE International Conference on Services Computing (SCC). ; 2015:57--64. doi:10.1109/SCC.2015.18
LibreCat | Files available | DOI
 
2015 | Conference Paper | LibreCat-ID: 272
Jungmann A. On Adaptivity for Automated Composition of Service Functionality. In: Proceedings of the IEEE 11th World Congress on Services (SERVICES). ; 2015:329--332. doi:10.1109/SERVICES.2015.57
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2014 | Conference Paper | LibreCat-ID: 345
Jungmann A, Kleinjohann B. Towards Context-Sensitive Service Composition for Service-Oriented Image Processing. In: Proceedings of the 6th International Conference on Cloud Computing Technology and Science (CloudCom). ; 2014:755-758. doi:10.1109/CloudCom.2014.154
LibreCat | Files available | DOI
 
2014 | Conference Paper | LibreCat-ID: 346
Brangewitz S, Jungmann A, Petrlic R, Platenius MC. 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). ; 2014:49-57.
LibreCat | Files available
 
2014 | Conference Paper | LibreCat-ID: 353
Mohr F, Walther S. Template-based Generation of Semantic Services. In: Proceedings of the 14th International Conference on Software Reuse (ICSR). LNCS. ; 2014:188-203. doi:10.1007/978-3-319-14130-5_14
LibreCat | Files available | DOI
 
2014 | Conference Paper | LibreCat-ID: 366
Petrlic R, Jungmann A, Platenius MC, Schäfer W, Sorge C. Security and Privacy Challenges in On-The-Fly Computing. In: Tagungsband Der 4. Konferenz Software-Technologien Und -Prozesse (STeP 2014). ; 2014:131-142.
LibreCat | Files available
 
2014 | Conference Paper | LibreCat-ID: 447
Jungmann A, Mohr F, Kleinjohann B. Combining Automatic Service Composition with Adaptive Service Recommendation for Dynamic Markets of Services. In: Proceedings of the 10th World Congress on Services (SERVICES). ; 2014:346-353. doi:10.1109/SERVICES.2014.68
LibreCat | Files available | DOI
 
2014 | Conference Paper | LibreCat-ID: 457
Jungmann A, Mohr F, Kleinjohann B. Applying Reinforcement Learning for Resolving Ambiguity in Service Composition. In: Proceedings of the 7th International Conference on Service Oriented Computing and Applications (SOCA). ; 2014:105-112. doi:10.1109/SOCA.2014.48
LibreCat | Files available | DOI
 
2014 | Conference Paper | LibreCat-ID: 407
Mohr F. Issues of Automated Software Composition in AI Planning. In: Proceedings of the 29th International Conference on Automated Software Engineering (ASE). ; 2014:895--898. doi:10.1145/2642937.2653470
LibreCat | Files available | DOI
 
2014 | Journal Article | LibreCat-ID: 410
Jungmann A, Brangewitz S, Petrlic R, Platenius MC. Incorporating Reputation Information into Decision-Making Processes in Markets of Composed Services. International Journal On Advances in Intelligent Systems (IntSys). 2014;7(3&4):572--594.
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2014 | Conference Paper | LibreCat-ID: 425
Jungmann A, Jatzkowski J, Kleinjohann B. Evaluation of Color Spaces for Robust Image Segmentation. In: Proceedings of the 9th International Conference on Computer Vision Theory and Applications (VISAPP). ; 2014:648-655.
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2014 | Conference Paper | LibreCat-ID: 428
Mohr F. Estimating Functional Reusability of Services. In: Proceedings of the 12th International Conference on Service Oriented Computing (ICSOC). LNCS. ; 2014:411-418.
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2013 | Conference Paper | LibreCat-ID: 485
Mohr F, Kleine Büning H. Semi-Automated Software Composition Through Generated Components. In: Proceedings of the 15th International Conference on Information Integration and Web-Based Applications & Services (IiWAS). ; 2013:676-680. doi:10.1145/2539150.2539235
LibreCat | Files available | DOI
 
2013 | Conference Paper | LibreCat-ID: 495
Mohr F, Lettmann T, Kleine Büning H. Reducing Nondeterminism in Automated Service Composition. In: Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA). ; 2013:154-161. doi:10.1109/SOCA.2013.25
LibreCat | Files available | DOI
 
2013 | Journal Article | LibreCat-ID: 515
Jungmann A, Kleinjohann B, Kleinjohann E. Learning Service Recommendations. International Journal of Business Process Integration and Management. 2013;(4):284-297. doi:10.1504/IJBPIM.2013.059135
LibreCat | Files available | DOI | Download (ext.)
 
2013 | Conference Paper | LibreCat-ID: 516
Jungmann A, Kleinjohann B. Learning Recommendation System for Automated Service Composition. In: Proceedings of the 10th IEEE International Conference on Services Computing (SCC). ; 2013:97-104. doi:10.1109/SCC.2013.66
LibreCat | Files available | DOI
 
2012 | Conference Paper | LibreCat-ID: 568
Jungmann A, Kleinjohann B. 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). ; 2012:701-702. doi:10.1109/SCC.2012.76
LibreCat | Files available | DOI
 
2012 | Conference Paper | LibreCat-ID: 571
Jungmann A, Kleinjohann B. 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). ; 2012:43-47.
LibreCat | Files available
 
2012 | Conference Paper | LibreCat-ID: 617
Jungmann A, Kleinjohann B, Kleinjohann E, Bieshaar M. 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). ; 2012:22-29.
LibreCat | Files available
 

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