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Does machine learning need fuzzy logic? Fuzzy Sets and Systems. 2015;281:292-299.","apa":"Hüllermeier, E. (2015). Does machine learning need fuzzy logic? Fuzzy Sets and Systems, 281, 292–299.","chicago":"Hüllermeier, Eyke. “Does Machine Learning Need Fuzzy Logic?” Fuzzy Sets and Systems 281 (2015): 292–99.","ieee":"E. Hüllermeier, “Does machine learning need fuzzy logic?,” Fuzzy Sets and Systems, vol. 281, pp. 292–299, 2015.","short":"E. Hüllermeier, Fuzzy Sets and Systems 281 (2015) 292–299."},"page":"292-299"},{"language":[{"iso":"eng"}],"page":"250-264","citation":{"ieee":"A. Shaker and E. Hüllermeier, “Recovery analysis for adaptive learning from non-stationary data streams: Experimental design and case study,” Neurocomputing, vol. 150, pp. 250–264, 2015.","short":"A. Shaker, E. Hüllermeier, Neurocomputing 150 (2015) 250–264.","bibtex":"@article{Shaker_Hüllermeier_2015, title={Recovery analysis for adaptive learning from non-stationary data streams: Experimental design and case study}, volume={150}, journal={Neurocomputing}, author={Shaker, Ammar and Hüllermeier, Eyke}, year={2015}, pages={250–264} }","mla":"Shaker, Ammar, and Eyke Hüllermeier. “Recovery Analysis for Adaptive Learning from Non-Stationary Data Streams: Experimental Design and Case Study.” Neurocomputing, vol. 150, 2015, pp. 250–64.","chicago":"Shaker, Ammar, and Eyke Hüllermeier. “Recovery Analysis for Adaptive Learning from Non-Stationary Data Streams: Experimental Design and Case Study.” Neurocomputing 150 (2015): 250–64.","ama":"Shaker A, Hüllermeier E. Recovery analysis for adaptive learning from non-stationary data streams: Experimental design and case study. Neurocomputing. 2015;150:250-264.","apa":"Shaker, A., & Hüllermeier, E. (2015). Recovery analysis for adaptive learning from non-stationary data streams: Experimental design and case study. Neurocomputing, 150, 250–264."},"type":"journal_article","year":"2015","intvolume":" 150","_id":"10321","date_updated":"2022-01-06T06:50:36Z","date_created":"2019-06-26T13:09:44Z","status":"public","volume":150,"publication":"Neurocomputing","department":[{"_id":"34"},{"_id":"7"},{"_id":"355"}],"author":[{"first_name":"Ammar","full_name":"Shaker, Ammar","last_name":"Shaker"},{"id":"48129","last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke","first_name":"Eyke"}],"user_id":"49109","title":"Recovery analysis for adaptive learning from non-stationary data streams: Experimental design and case study"},{"user_id":"49109","title":"From Knowledge-based to Data-driven fuzzy modeling-Development, criticism and alternative directions","department":[{"_id":"34"},{"_id":"7"},{"_id":"355"}],"publication":"Informatik Spektrum","author":[{"id":"48129","last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke","first_name":"Eyke"}],"date_created":"2019-06-26T13:12:59Z","status":"public","volume":38,"date_updated":"2022-01-06T06:50:36Z","_id":"10322","intvolume":" 38","issue":"6","language":[{"iso":"eng"}],"page":"500-509","year":"2015","type":"journal_article","citation":{"bibtex":"@article{Hüllermeier_2015, title={From Knowledge-based to Data-driven fuzzy modeling-Development, criticism and alternative directions}, volume={38}, number={6}, journal={Informatik Spektrum}, author={Hüllermeier, Eyke}, year={2015}, pages={500–509} }","mla":"Hüllermeier, Eyke. “From Knowledge-Based to Data-Driven Fuzzy Modeling-Development, Criticism and Alternative Directions.” Informatik Spektrum, vol. 38, no. 6, 2015, pp. 500–09.","chicago":"Hüllermeier, Eyke. “From Knowledge-Based to Data-Driven Fuzzy Modeling-Development, Criticism and Alternative Directions.” Informatik Spektrum 38, no. 6 (2015): 500–509.","ama":"Hüllermeier E. From Knowledge-based to Data-driven fuzzy modeling-Development, criticism and alternative directions. Informatik Spektrum. 2015;38(6):500-509.","apa":"Hüllermeier, E. (2015). From Knowledge-based to Data-driven fuzzy modeling-Development, criticism and alternative directions. Informatik Spektrum, 38(6), 500–509.","ieee":"E. Hüllermeier, “From Knowledge-based to Data-driven fuzzy modeling-Development, criticism and alternative directions,” Informatik Spektrum, vol. 38, no. 6, pp. 500–509, 2015.","short":"E. Hüllermeier, Informatik Spektrum 38 (2015) 500–509."}},{"user_id":"49109","title":"Overlap Indices: Construction of and Application of Interpolative Fuzzy Systems","publication":"IEEE Transactions on Fuzzy Systems","department":[{"_id":"34"},{"_id":"7"},{"_id":"355"}],"author":[{"last_name":"Garcia-Jimenez","full_name":"Garcia-Jimenez, S.","first_name":"S."},{"last_name":"Bustince","full_name":"Bustince, U.","first_name":"U."},{"full_name":"Hüllermeier, Eyke","first_name":"Eyke","id":"48129","last_name":"Hüllermeier"},{"first_name":"R.","full_name":"Mesiar, R.","last_name":"Mesiar"},{"last_name":"Pal","full_name":"Pal, N.R.","first_name":"N.R."},{"last_name":"Pradera","full_name":"Pradera, A.","first_name":"A."}],"date_created":"2019-06-26T13:17:46Z","status":"public","volume":23,"date_updated":"2022-01-06T06:50:36Z","_id":"10323","intvolume":" 23","issue":"4","language":[{"iso":"eng"}],"page":"1259-1273","type":"journal_article","year":"2015","citation":{"short":"S. Garcia-Jimenez, U. Bustince, E. Hüllermeier, R. Mesiar, N.R. Pal, A. Pradera, IEEE Transactions on Fuzzy Systems 23 (2015) 1259–1273.","ieee":"S. Garcia-Jimenez, U. Bustince, E. Hüllermeier, R. Mesiar, N. R. Pal, and A. Pradera, “Overlap Indices: Construction of and Application of Interpolative Fuzzy Systems,” IEEE Transactions on Fuzzy Systems, vol. 23, no. 4, pp. 1259–1273, 2015.","apa":"Garcia-Jimenez, S., Bustince, U., Hüllermeier, E., Mesiar, R., Pal, N. R., & Pradera, A. (2015). Overlap Indices: Construction of and Application of Interpolative Fuzzy Systems. IEEE Transactions on Fuzzy Systems, 23(4), 1259–1273.","ama":"Garcia-Jimenez S, Bustince U, Hüllermeier E, Mesiar R, Pal NR, Pradera A. Overlap Indices: Construction of and Application of Interpolative Fuzzy Systems. IEEE Transactions on Fuzzy Systems. 2015;23(4):1259-1273.","chicago":"Garcia-Jimenez, S., U. Bustince, Eyke Hüllermeier, R. Mesiar, N.R. Pal, and A. Pradera. “Overlap Indices: Construction of and Application of Interpolative Fuzzy Systems.” IEEE Transactions on Fuzzy Systems 23, no. 4 (2015): 1259–73.","mla":"Garcia-Jimenez, S., et al. “Overlap Indices: Construction of and Application of Interpolative Fuzzy Systems.” IEEE Transactions on Fuzzy Systems, vol. 23, no. 4, 2015, pp. 1259–73.","bibtex":"@article{Garcia-Jimenez_Bustince_Hüllermeier_Mesiar_Pal_Pradera_2015, title={Overlap Indices: Construction of and Application of Interpolative Fuzzy Systems}, volume={23}, number={4}, journal={IEEE Transactions on Fuzzy Systems}, author={Garcia-Jimenez, S. and Bustince, U. and Hüllermeier, Eyke and Mesiar, R. and Pal, N.R. and Pradera, A.}, year={2015}, pages={1259–1273} }"}},{"title":"Fast Fuzzy Pattern Tree Learning of Classification","user_id":"49109","volume":23,"status":"public","date_created":"2019-06-26T13:20:43Z","author":[{"last_name":"Senge","first_name":"Robin","full_name":"Senge, Robin"},{"first_name":"Eyke","full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier","id":"48129"}],"publication":"IEEE Transactions on Fuzzy Systems","department":[{"_id":"34"},{"_id":"7"},{"_id":"355"}],"issue":"6","_id":"10324","intvolume":" 23","date_updated":"2022-01-06T06:50:36Z","year":"2015","citation":{"short":"R. Senge, E. Hüllermeier, IEEE Transactions on Fuzzy Systems 23 (2015) 2024–2033.","ieee":"R. Senge and E. Hüllermeier, “Fast Fuzzy Pattern Tree Learning of Classification,” IEEE Transactions on Fuzzy Systems, vol. 23, no. 6, pp. 2024–2033, 2015.","chicago":"Senge, Robin, and Eyke Hüllermeier. “Fast Fuzzy Pattern Tree Learning of Classification.” IEEE Transactions on Fuzzy Systems 23, no. 6 (2015): 2024–33.","ama":"Senge R, Hüllermeier E. Fast Fuzzy Pattern Tree Learning of Classification. IEEE Transactions on Fuzzy Systems. 2015;23(6):2024-2033.","apa":"Senge, R., & Hüllermeier, E. (2015). Fast Fuzzy Pattern Tree Learning of Classification. IEEE Transactions on Fuzzy Systems, 23(6), 2024–2033.","bibtex":"@article{Senge_Hüllermeier_2015, title={Fast Fuzzy Pattern Tree Learning of Classification}, volume={23}, number={6}, journal={IEEE Transactions on Fuzzy Systems}, author={Senge, Robin and Hüllermeier, Eyke}, year={2015}, pages={2024–2033} }","mla":"Senge, Robin, and Eyke Hüllermeier. “Fast Fuzzy Pattern Tree Learning of Classification.” IEEE Transactions on Fuzzy Systems, vol. 23, no. 6, 2015, pp. 2024–33."},"type":"journal_article","page":"2024-2033","language":[{"iso":"eng"}]},{"page":"1363-1382","year":"2014","type":"journal_article","citation":{"ieee":"M. Basavaraju, L. S. Chandran, D. Rajendraprasad, and A. Ramaswamy, “Rainbow connection number of graph power and graph products,” Graphs and Combinatorics, vol. 30, no. 6, pp. 1363–1382, 2014.","short":"M. Basavaraju, L.S. Chandran, D. Rajendraprasad, A. Ramaswamy, Graphs and Combinatorics 30 (2014) 1363–1382.","mla":"Basavaraju, Manu, et al. “Rainbow Connection Number of Graph Power and Graph Products.” Graphs and Combinatorics, vol. 30, no. 6, Springer, 2014, pp. 1363–82.","bibtex":"@article{Basavaraju_Chandran_Rajendraprasad_Ramaswamy_2014, title={Rainbow connection number of graph power and graph products}, volume={30}, number={6}, journal={Graphs and Combinatorics}, publisher={Springer}, author={Basavaraju, Manu and Chandran, L Sunil and Rajendraprasad, Deepak and Ramaswamy, Arunselvan}, year={2014}, pages={1363–1382} }","chicago":"Basavaraju, Manu, L Sunil Chandran, Deepak Rajendraprasad, and Arunselvan Ramaswamy. “Rainbow Connection Number of Graph Power and Graph Products.” Graphs and Combinatorics 30, no. 6 (2014): 1363–82.","apa":"Basavaraju, M., Chandran, L. S., Rajendraprasad, D., & Ramaswamy, A. (2014). Rainbow connection number of graph power and graph products. Graphs and Combinatorics, 30(6), 1363–1382.","ama":"Basavaraju M, Chandran LS, Rajendraprasad D, Ramaswamy A. Rainbow connection number of graph power and graph products. Graphs and Combinatorics. 2014;30(6):1363-1382."},"language":[{"iso":"eng"}],"intvolume":" 30","_id":"24155","date_updated":"2022-01-06T06:56:08Z","issue":"6","publication":"Graphs and Combinatorics","department":[{"_id":"355"}],"author":[{"full_name":"Basavaraju, Manu","first_name":"Manu","last_name":"Basavaraju"},{"last_name":"Chandran","full_name":"Chandran, L Sunil","first_name":"L Sunil"},{"last_name":"Rajendraprasad","full_name":"Rajendraprasad, Deepak","first_name":"Deepak"},{"first_name":"Arunselvan","full_name":"Ramaswamy, Arunselvan","orcid":"https://orcid.org/ 0000-0001-7547-8111","last_name":"Ramaswamy","id":"66937"}],"publisher":"Springer","volume":30,"date_created":"2021-09-10T10:22:23Z","status":"public","extern":"1","title":"Rainbow connection number of graph power and graph products","user_id":"66937"},{"year":"2014","citation":{"ieee":"M. Basavaraju, L. S. Chandran, D. Rajendraprasad, and A. Ramaswamy, “Rainbow connection number and radius,” Graphs and Combinatorics, vol. 30, no. 2, pp. 275–285, 2014.","short":"M. Basavaraju, L.S. Chandran, D. Rajendraprasad, A. Ramaswamy, Graphs and Combinatorics 30 (2014) 275–285.","mla":"Basavaraju, Manu, et al. “Rainbow Connection Number and Radius.” Graphs and Combinatorics, vol. 30, no. 2, Springer, 2014, pp. 275–85.","bibtex":"@article{Basavaraju_Chandran_Rajendraprasad_Ramaswamy_2014, title={Rainbow connection number and radius}, volume={30}, number={2}, journal={Graphs and Combinatorics}, publisher={Springer}, author={Basavaraju, Manu and Chandran, L Sunil and Rajendraprasad, Deepak and Ramaswamy, Arunselvan}, year={2014}, pages={275–285} }","chicago":"Basavaraju, Manu, L Sunil Chandran, Deepak Rajendraprasad, and Arunselvan Ramaswamy. “Rainbow Connection Number and Radius.” Graphs and Combinatorics 30, no. 2 (2014): 275–85.","ama":"Basavaraju M, Chandran LS, Rajendraprasad D, Ramaswamy A. Rainbow connection number and radius. Graphs and Combinatorics. 2014;30(2):275-285.","apa":"Basavaraju, M., Chandran, L. S., Rajendraprasad, D., & Ramaswamy, A. (2014). Rainbow connection number and radius. Graphs and Combinatorics, 30(2), 275–285."},"type":"journal_article","page":"275-285","language":[{"iso":"eng"}],"_id":"24156","intvolume":" 30","date_updated":"2022-01-06T06:56:08Z","issue":"2","author":[{"first_name":"Manu","full_name":"Basavaraju, Manu","last_name":"Basavaraju"},{"last_name":"Chandran","first_name":"L Sunil","full_name":"Chandran, L Sunil"},{"first_name":"Deepak","full_name":"Rajendraprasad, Deepak","last_name":"Rajendraprasad"},{"last_name":"Ramaswamy","id":"66937","first_name":"Arunselvan","full_name":"Ramaswamy, Arunselvan","orcid":"https://orcid.org/ 0000-0001-7547-8111"}],"publisher":"Springer","department":[{"_id":"355"}],"publication":"Graphs and Combinatorics","volume":30,"status":"public","date_created":"2021-09-10T10:23:07Z","extern":"1","title":"Rainbow connection number and radius","user_id":"66937"},{"page":"188-203","year":"2014","type":"conference","citation":{"ieee":"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.","short":"F. Mohr, S. Walther, in: Proceedings of the 14th International Conference on Software Reuse (ICSR), 2014, pp. 188–203.","mla":"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.","bibtex":"@inproceedings{Mohr_Walther_2014, series={LNCS}, title={Template-based Generation of Semantic Services}, DOI={10.1007/978-3-319-14130-5_14}, booktitle={Proceedings of the 14th International Conference on Software Reuse (ICSR)}, author={Mohr, Felix and Walther, Sven}, year={2014}, pages={188–203}, collection={LNCS} }","ama":"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","apa":"Mohr, F., & Walther, S. (2014). Template-based Generation of Semantic Services. In Proceedings of the 14th International Conference on Software Reuse (ICSR) (pp. 188–203). https://doi.org/10.1007/978-3-319-14130-5_14","chicago":"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."},"_id":"353","date_created":"2017-10-17T12:42:00Z","has_accepted_license":"1","status":"public","file_date_updated":"2018-03-20T07:23:32Z","publication":"Proceedings of the 14th International Conference on Software Reuse (ICSR)","author":[{"full_name":"Mohr, Felix","first_name":"Felix","last_name":"Mohr"},{"first_name":"Sven","full_name":"Walther, Sven","last_name":"Walther"}],"file":[{"access_level":"closed","date_created":"2018-03-20T07:23:32Z","file_name":"353-icsr2015_submission_17.pdf","content_type":"application/pdf","date_updated":"2018-03-20T07:23:32Z","relation":"main_file","success":1,"file_size":431778,"file_id":"1414","creator":"florida"}],"ddc":["040"],"user_id":"477","abstract":[{"lang":"eng","text":"There are many technologies for the automation of processesthat deal with services; examples are service discovery and composition.Automation of these processes requires that the services are described semantically. However, semantically described services are currently not oronly rarely available, which limits the applicability of discovery and composition approaches. The systematic support for creating new semanticservices usable by automated technologies is an open problem.We tackle this problem with a template based approach: Domain independent templates are instantiated with domain specific services andboolean expressions. The obtained services have semantic descriptionswhose correctness directly follows from the correctness of the template.Besides the theory, we present experimental results for a service repository in which 85% of the services were generated automatically."}],"language":[{"iso":"eng"}],"series_title":"LNCS","doi":"10.1007/978-3-319-14130-5_14","date_updated":"2022-01-06T06:59:22Z","project":[{"_id":"1","name":"SFB 901"},{"_id":"11","name":"SFB 901 - Subprojekt B3"},{"_id":"3","name":"SFB 901 - Project Area B"},{"name":"SFB 901 - Subproject B2","_id":"10"}],"department":[{"_id":"77"},{"_id":"355"}],"title":"Template-based Generation of Semantic Services"},{"year":"2014","citation":{"mla":"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.","bibtex":"@inproceedings{Jungmann_Mohr_Kleinjohann_2014, title={Combining Automatic Service Composition with Adaptive Service Recommendation for Dynamic Markets of Services}, DOI={10.1109/SERVICES.2014.68}, booktitle={Proceedings of the 10th World Congress on Services (SERVICES)}, author={Jungmann, Alexander and Mohr, Felix and Kleinjohann, Bernd}, year={2014}, pages={346–353} }","apa":"Jungmann, A., Mohr, F., & Kleinjohann, B. (2014). Combining Automatic Service Composition with Adaptive Service Recommendation for Dynamic Markets of Services. In Proceedings of the 10th World Congress on Services (SERVICES) (pp. 346–353). https://doi.org/10.1109/SERVICES.2014.68","ama":"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","chicago":"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.","ieee":"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.","short":"A. Jungmann, F. Mohr, B. Kleinjohann, in: Proceedings of the 10th World Congress on Services (SERVICES), 2014, pp. 346–353."},"type":"conference","page":"346-353","_id":"447","author":[{"last_name":"Jungmann","full_name":"Jungmann, Alexander","first_name":"Alexander"},{"last_name":"Mohr","full_name":"Mohr, Felix","first_name":"Felix"},{"first_name":"Bernd","full_name":"Kleinjohann, Bernd","last_name":"Kleinjohann"}],"file_date_updated":"2018-03-16T11:26:36Z","publication":"Proceedings of the 10th World Congress on Services (SERVICES)","file":[{"file_size":429462,"creator":"florida","file_id":"1347","date_updated":"2018-03-16T11:26:36Z","content_type":"application/pdf","success":1,"relation":"main_file","date_created":"2018-03-16T11:26:36Z","file_name":"447-_FINAL__Combining_Automatic_Service_Composition_with_Adaptive_Service_Recommendation_for_Dynamic_Markets_of_Services.pdf","access_level":"closed"}],"has_accepted_license":"1","status":"public","date_created":"2017-10-17T12:42:19Z","abstract":[{"text":"Automatic service composition is still a challengingtask. It is even more challenging when dealing witha dynamic market of services for end users. New servicesmay enter the market while other services are completelyremoved. Furthermore, end users are typically no experts in thedomain in which they formulate a request. As a consequence,ambiguous user requests will inevitably emerge and have tobe taken into account. To meet these challenges, we proposea new approach that combines automatic service compositionwith adaptive service recommendation. A best first backwardsearch algorithm produces solutions that are functional correctwith respect to user requests. An adaptive recommendationsystem supports the search algorithm in decision-making.Reinforcement Learning techniques enable the system to adjustits recommendation strategy over time based on user ratings.The integrated approach is described on a conceptional leveland demonstrated by means of an illustrative example fromthe image processing domain.","lang":"eng"}],"ddc":["040"],"user_id":"477","language":[{"iso":"eng"}],"date_updated":"2022-01-06T07:01:06Z","doi":"10.1109/SERVICES.2014.68","department":[{"_id":"355"}],"project":[{"name":"SFB 901","_id":"1"},{"_id":"10","name":"SFB 901 - Subprojekt B2"},{"_id":"3","name":"SFB 901 - Project Area B"}],"title":"Combining Automatic Service Composition with Adaptive Service Recommendation for Dynamic Markets of Services"},{"doi":"10.1109/SOCA.2014.48","date_updated":"2022-01-06T07:01:12Z","language":[{"iso":"eng"}],"title":"Applying Reinforcement Learning for Resolving Ambiguity in Service Composition","project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Subprojekt B2","_id":"10"},{"name":"SFB 901 - Project Area B","_id":"3"}],"department":[{"_id":"355"}],"_id":"457","page":"105-112","type":"conference","year":"2014","citation":{"ieee":"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.","short":"A. Jungmann, F. Mohr, B. Kleinjohann, in: Proceedings of the 7th International Conference on Service Oriented Computing and Applications (SOCA), 2014, pp. 105–112.","mla":"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.","bibtex":"@inproceedings{Jungmann_Mohr_Kleinjohann_2014, title={Applying Reinforcement Learning for Resolving Ambiguity in Service Composition}, DOI={10.1109/SOCA.2014.48}, booktitle={Proceedings of the 7th International Conference on Service Oriented Computing and Applications (SOCA)}, author={Jungmann, Alexander and Mohr, Felix and Kleinjohann, Bernd }, year={2014}, pages={105–112} }","apa":"Jungmann, A., Mohr, F., & Kleinjohann, B. (2014). Applying Reinforcement Learning for Resolving Ambiguity in Service Composition. In Proceedings of the 7th International Conference on Service Oriented Computing and Applications (SOCA) (pp. 105–112). https://doi.org/10.1109/SOCA.2014.48","ama":"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","chicago":"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."},"ddc":["040"],"user_id":"477","abstract":[{"lang":"eng","text":"Automatically composing service-based software solutionsis still a challenging task. Functional as well as nonfunctionalproperties have to be considered in order to satisfyindividual user requests. Regarding non-functional properties,the composition process can be modeled as optimization problemand solved accordingly. Functional properties, in turn, can bedescribed by means of a formal specification language. Statespacebased planning approaches can then be applied to solvethe underlying composition problem. However, depending on theexpressiveness of the applied formalism and the completenessof the functional descriptions, formally equivalent services maystill differ with respect to their implemented functionality. As aconsequence, the most appropriate solution for a desired functionalitycan hardly be determined without considering additionalinformation. In this paper, we demonstrate how to overcome thislack of information by means of Reinforcement Learning. Inorder to resolve ambiguity, we expand state-space based servicecomposition by a recommendation mechanism that supportsdecision-making beyond formal specifications. The recommendationmechanism adjusts its recommendation strategy basedon feedback from previous composition runs. Image processingserves as case study. Experimental results show the benefit of ourproposed solution."}],"date_created":"2017-10-17T12:42:21Z","has_accepted_license":"1","status":"public","publication":"Proceedings of the 7th International Conference on Service Oriented Computing and Applications (SOCA)","file_date_updated":"2018-03-16T11:22:26Z","author":[{"last_name":"Jungmann","full_name":"Jungmann, Alexander","first_name":"Alexander"},{"first_name":"Felix","full_name":"Mohr, Felix","last_name":"Mohr"},{"last_name":"Kleinjohann","first_name":"Bernd ","full_name":"Kleinjohann, Bernd "}],"file":[{"date_created":"2018-03-16T11:22:26Z","file_name":"457-SOCA2014-Jungmann-Mohr.pdf","access_level":"closed","file_id":"1339","creator":"florida","file_size":1324374,"relation":"main_file","success":1,"date_updated":"2018-03-16T11:22:26Z","content_type":"application/pdf"}]},{"user_id":"477","ddc":["040"],"abstract":[{"lang":"eng","text":"Services are self-contained software components that can be used platform independent and that aim at maximizing software reuse. A basic concern in service oriented architectures is to measure the reusability of services. One of the most important qualities is the functional reusability, which indicates how relevant the task is that a service solves. Current metrics for functional reusability of software, however, either require source code analysis or have very little explanatory power. This paper gives a formally described vision statement for the estimation of functional reusability of services and sketches an exemplary reusability metric that is based on the service descriptions."}],"status":"public","has_accepted_license":"1","date_created":"2017-10-17T12:42:15Z","file":[{"creator":"florida","file_id":"1357","file_size":200063,"relation":"main_file","success":1,"content_type":"application/pdf","date_updated":"2018-03-16T11:32:02Z","date_created":"2018-03-16T11:32:02Z","file_name":"428-ICSOC14.pdf","access_level":"closed"}],"author":[{"first_name":"Felix","full_name":"Mohr, Felix","last_name":"Mohr"}],"file_date_updated":"2018-03-16T11:32:02Z","publication":"Proceedings of the 12th International Conference on Service Oriented Computing (ICSOC)","_id":"428","type":"conference","citation":{"mla":"Mohr, Felix. “Estimating Functional Reusability of Services.” Proceedings of the 12th International Conference on Service Oriented Computing (ICSOC), 2014, pp. 411–18.","bibtex":"@inproceedings{Mohr_2014, series={LNCS}, title={Estimating Functional Reusability of Services}, booktitle={Proceedings of the 12th International Conference on Service Oriented Computing (ICSOC)}, author={Mohr, Felix}, year={2014}, pages={411–418}, collection={LNCS} }","ama":"Mohr F. 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IEEE/ACM Trans. Comput. Biology Bioinform., 11(6), 1157–1169.","ama":"Stock M, Fober T, Hüllermeier E, et al. Identification of Functionally Releated Enzymes by Learning to Rank Methods. IEEE/ACM Trans Comput Biology Bioinform. 2014;11(6):1157-1169.","chicago":"Stock, M., T. Fober, Eyke Hüllermeier, S Glinca, G. Klebe, T. Pahikkala, A. Airola, B. De Baets, and W. Wageman. “Identification of Functionally Releated Enzymes by Learning to Rank Methods.” IEEE/ACM Trans. Comput. Biology Bioinform. 11, no. 6 (2014): 1157–69.","bibtex":"@article{Stock_Fober_Hüllermeier_Glinca_Klebe_Pahikkala_Airola_De Baets_Wageman_2014, title={Identification of Functionally Releated Enzymes by Learning to Rank Methods}, volume={11}, number={6}, journal={IEEE/ACM Trans. Comput. Biology Bioinform.}, author={Stock, M. and Fober, T. and Hüllermeier, Eyke and Glinca, S and Klebe, G. and Pahikkala, T. and Airola, A. and De Baets, B. and Wageman, W.}, year={2014}, pages={1157–1169} }","mla":"Stock, M., et al. “Identification of Functionally Releated Enzymes by Learning to Rank Methods.” IEEE/ACM Trans. Comput. Biology Bioinform., vol. 11, no. 6, 2014, pp. 1157–69.","short":"M. Stock, T. Fober, E. Hüllermeier, S. Glinca, G. Klebe, T. Pahikkala, A. Airola, B. De Baets, W. Wageman, IEEE/ACM Trans. Comput. Biology Bioinform. 11 (2014) 1157–1169.","ieee":"M. Stock et al., “Identification of Functionally Releated Enzymes by Learning to Rank Methods,” IEEE/ACM Trans. Comput. Biology Bioinform., vol. 11, no. 6, pp. 1157–1169, 2014."},"page":"1157-1169","language":[{"iso":"eng"}],"_id":"10318","intvolume":" 11","date_updated":"2022-01-06T06:50:36Z","issue":"6","author":[{"full_name":"Stock, M.","first_name":"M.","last_name":"Stock"},{"first_name":"T.","full_name":"Fober, T.","last_name":"Fober"},{"id":"48129","last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke","first_name":"Eyke"},{"full_name":"Glinca, S,","first_name":"S,","last_name":"Glinca"},{"last_name":"Klebe","first_name":"G.","full_name":"Klebe, G."},{"last_name":"Pahikkala","full_name":"Pahikkala, T.","first_name":"T."},{"last_name":"Airola","first_name":"A.","full_name":"Airola, A."},{"full_name":"De Baets, B.","first_name":"B.","last_name":"De Baets"},{"last_name":"Wageman","first_name":"W.","full_name":"Wageman, W."}],"department":[{"_id":"34"},{"_id":"7"},{"_id":"355"}],"publication":"IEEE/ACM Trans. Comput. Biology Bioinform.","volume":11,"status":"public","date_created":"2019-06-26T12:11:13Z","title":"Identification of Functionally Releated Enzymes by Learning to Rank Methods","user_id":"49109"},{"department":[{"_id":"355"}],"project":[{"_id":"1","name":"SFB 901"},{"_id":"10","name":"SFB 901 - Subprojekt B2"},{"_id":"3","name":"SFB 901 - Project Area B"}],"title":"Semi-Automated Software Composition Through Generated Components","language":[{"iso":"eng"}],"date_updated":"2022-01-06T07:01:27Z","doi":"10.1145/2539150.2539235","file":[{"access_level":"closed","file_name":"485-paper86_mohr.pdf","date_created":"2018-03-15T13:56:49Z","relation":"main_file","success":1,"date_updated":"2018-03-15T13:56:49Z","content_type":"application/pdf","file_id":"1318","creator":"florida","file_size":368152}],"author":[{"last_name":"Mohr","first_name":"Felix","full_name":"Mohr, Felix"},{"last_name":"Kleine Büning","first_name":"Hans","full_name":"Kleine Büning, Hans"}],"publication":"Proceedings of the 15th International Conference on Information Integration and Web-based Applications & Services (iiWAS)","file_date_updated":"2018-03-15T13:56:49Z","status":"public","has_accepted_license":"1","date_created":"2017-10-17T12:42:26Z","abstract":[{"lang":"eng","text":"Software composition has been studied as a subject of state based planning for decades. Existing composition approaches that are efficient enough to be used in practice are limited to sequential arrangements of software components. This restriction dramatically reduces the number of composition problems that can be solved. However, there are many composition problems that could be solved by existing approaches if they had a possibility to combine components in very simple non-sequential ways. To this end, we present an approach that arranges not only basic components but also composite components. Composite components enhance the structure of the composition by conditional control flows. Through algorithms that are written by experts, composite components are automatically generated before the composition process starts. Therefore, our approach is not a substitute for existing composition algorithms but complements them with a preprocessing step. We verified the validity of our approach through implementation of the presented algorithms."}],"user_id":"477","ddc":["040"],"citation":{"ieee":"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.","short":"F. Mohr, H. Kleine Büning, in: Proceedings of the 15th International Conference on Information Integration and Web-Based Applications & Services (IiWAS), 2013, pp. 676–680.","bibtex":"@inproceedings{Mohr_Kleine Büning_2013, title={Semi-Automated Software Composition Through Generated Components}, DOI={10.1145/2539150.2539235}, booktitle={Proceedings of the 15th International Conference on Information Integration and Web-based Applications & Services (iiWAS)}, author={Mohr, Felix and Kleine Büning, Hans}, year={2013}, pages={676–680} }","mla":"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.","chicago":"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.","ama":"Mohr F, Kleine Büning H. 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In Proceedings of the 15th International Conference on Information Integration and Web-based Applications & Services (iiWAS) (pp. 676–680). https://doi.org/10.1145/2539150.2539235"},"type":"conference","year":"2013","page":"676-680","_id":"485"},{"date_created":"2017-10-17T12:42:28Z","has_accepted_license":"1","status":"public","file":[{"file_name":"495-paper52_mohr.pdf","date_created":"2018-03-15T13:43:08Z","access_level":"closed","file_id":"1314","creator":"florida","file_size":603822,"success":1,"relation":"main_file","content_type":"application/pdf","date_updated":"2018-03-15T13:43:08Z"}],"publication":"Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA)","file_date_updated":"2018-03-15T13:43:08Z","author":[{"last_name":"Mohr","full_name":"Mohr, Felix","first_name":"Felix"},{"first_name":"Theodor","orcid":"0000-0001-5859-2457","full_name":"Lettmann, Theodor","last_name":"Lettmann","id":"315"},{"full_name":"Kleine Büning, Hans","first_name":"Hans","last_name":"Kleine Büning"}],"user_id":"477","ddc":["040"],"abstract":[{"text":"Automated service composition has been studied as a subject of state based planning for a decade. A great deal of service composition tasks can only be solved if concrete output values of the services are considered in the composition process. However, the fact that those values are not known before runtime leads to nondeterministic planning problems, which have proven to be notoriously difficult in practical automated service composition applications. Even though this problem is frequently recognized, it has still received remarkably few attention and remains unsolved.This paper shows how nondeterminism in automated service composition can be reduced. We introduce context rules as a means to derive semantic knowledge from output values of services. These rules enable us to replace nondeterministic composition operations by less nondeterministic or even completely deterministic ones. We show the validity of our solutions not only theoretically but also have evaluated them practically through implementation.","lang":"eng"}],"page":"154-161","citation":{"ieee":"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.","short":"F. Mohr, T. Lettmann, H. 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Hüllermeier, in: In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Bamberg, Germany, 2013, pp. 129–136.","ieee":"W. Cheng, S. Henzgen, and E. Hüllermeier, “Labelwise versus pairwise decomposition in label ranking,” in In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Bamberg, Germany, 2013, pp. 129–136.","chicago":"Cheng, W., S. Henzgen, and Eyke Hüllermeier. “Labelwise versus Pairwise Decomposition in Label Ranking.” In In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Bamberg, Germany, 129–36, 2013.","apa":"Cheng, W., Henzgen, S., & Hüllermeier, E. (2013). Labelwise versus pairwise decomposition in label ranking. In In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Bamberg, Germany (pp. 129–136).","ama":"Cheng W, Henzgen S, Hüllermeier E. Labelwise versus pairwise decomposition in label ranking. In: In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Bamberg, Germany. ; 2013:129-136.","bibtex":"@inproceedings{Cheng_Henzgen_Hüllermeier_2013, title={Labelwise versus pairwise decomposition in label ranking}, booktitle={In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Bamberg, Germany}, author={Cheng, W. and Henzgen, S. and Hüllermeier, Eyke}, year={2013}, pages={129–136} }","mla":"Cheng, W., et al. “Labelwise versus Pairwise Decomposition in Label Ranking.” In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Bamberg, Germany, 2013, pp. 129–36."},"year":"2013","type":"conference","language":[{"iso":"eng"}],"date_updated":"2022-01-06T06:52:32Z","_id":"15752","date_created":"2020-02-03T14:20:27Z","status":"public","department":[{"_id":"34"},{"_id":"7"},{"_id":"355"}],"publication":"In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Bamberg, Germany","author":[{"last_name":"Cheng","first_name":"W.","full_name":"Cheng, W."},{"first_name":"S.","full_name":"Henzgen, S.","last_name":"Henzgen"},{"first_name":"Eyke","full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier","id":"48129"}],"title":"Labelwise versus pairwise decomposition in label ranking","user_id":"49109"},{"status":"public","date_created":"2020-02-03T14:24:09Z","author":[{"full_name":"Senge, Robin","first_name":"Robin","last_name":"Senge"},{"first_name":"J.","full_name":"del Coz, J.","last_name":"del Coz"},{"first_name":"Eyke","full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier","id":"48129"}],"department":[{"_id":"34"},{"_id":"7"},{"_id":"355"}],"publication":"In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Bamberg, Germany","user_id":"49109","title":"Rectifying classifier chains for multi-label classification, Bamberg, Germany","language":[{"iso":"eng"}],"year":"2013","citation":{"short":"R. 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Rectifying classifier chains for multi-label classification, Bamberg, Germany. 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