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Hüllermeier, Pattern Recognition 47 (2014) 1494–1508."},"page":"1494-1508","language":[{"iso":"eng"}],"_id":"10315","user_id":"49109","volume":47,"title":"Dependent binary relevance models for multi-label classification","status":"public","year":"2014","author":[{"full_name":"Montanés, E.","first_name":"E.","last_name":"Montanés"},{"last_name":"Senge","first_name":"Robin","full_name":"Senge, Robin"},{"last_name":"Barranquero","first_name":"J.","full_name":"Barranquero, J."},{"full_name":"Quevedo, J.R.","first_name":"J.R.","last_name":"Quevedo"},{"full_name":"Del Coz, J.J.","first_name":"J.J.","last_name":"Del Coz"},{"id":"48129","first_name":"Eyke","last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke"}],"date_updated":"2022-01-06T06:50:36Z","intvolume":"        47"},{"_id":"10316","language":[{"iso":"eng"}],"page":"1-10","volume":16,"user_id":"49109","author":[{"full_name":"Krempl, G.","last_name":"Krempl","first_name":"G."},{"full_name":"Zliobaite, I.","last_name":"Zliobaite","first_name":"I."},{"last_name":"Brzezinski","first_name":"D.","full_name":"Brzezinski, D."},{"first_name":"Eyke","last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke","id":"48129"},{"full_name":"Last, M.","first_name":"M.","last_name":"Last"},{"full_name":"Lemaire, V.","last_name":"Lemaire","first_name":"V."},{"first_name":"T.","last_name":"Noack","full_name":"Noack, T."},{"full_name":"Shaker, Ammar","first_name":"Ammar","last_name":"Shaker"},{"last_name":"Sievi","first_name":"S.","full_name":"Sievi, S."},{"last_name":"Spiliopoulou","first_name":"M.","full_name":"Spiliopoulou, M."},{"full_name":"Stefanowski, J.","first_name":"J.","last_name":"Stefanowski"}],"title":"Open challenges for data stream mining research","year":"2014","status":"public","intvolume":"        16","date_updated":"2022-01-06T06:50:36Z","date_created":"2019-06-26T11:59:15Z","department":[{"_id":"34"},{"_id":"7"},{"_id":"355"}],"type":"journal_article","citation":{"bibtex":"@article{Krempl_Zliobaite_Brzezinski_Hüllermeier_Last_Lemaire_Noack_Shaker_Sievi_Spiliopoulou_et al._2014, title={Open challenges for data stream mining research}, volume={16}, number={1}, journal={SIGKDD Explorations}, author={Krempl, G. and Zliobaite, I. and Brzezinski, D. and Hüllermeier, Eyke and Last, M. and Lemaire, V. and Noack, T. and Shaker, Ammar and Sievi, S. and Spiliopoulou, M. and et al.}, year={2014}, pages={1–10} }","ama":"Krempl G, Zliobaite I, Brzezinski D, et al. 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Open challenges for data stream mining research. <i>SIGKDD Explorations</i>, <i>16</i>(1), 1–10."},"publication":"SIGKDD Explorations","issue":"1"},{"user_id":"49109","volume":11,"page":"878-890","_id":"10317","language":[{"iso":"eng"}],"date_updated":"2022-01-06T06:50:36Z","intvolume":"        11","title":"Extended Graph-Based Models for Enhanced Similarity Search in Cavbase","status":"public","year":"2014","author":[{"full_name":"Krotzky, T.","first_name":"T.","last_name":"Krotzky"},{"full_name":"Fober, T.","first_name":"T.","last_name":"Fober"},{"id":"48129","full_name":"Hüllermeier, Eyke","first_name":"Eyke","last_name":"Hüllermeier"},{"full_name":"Klebe, G.","last_name":"Klebe","first_name":"G."}],"type":"journal_article","department":[{"_id":"34"},{"_id":"7"},{"_id":"355"}],"date_created":"2019-06-26T12:04:48Z","publication":"IEEE/ACM Trans. Comput. Biology Bioinform.","issue":"5","citation":{"short":"T. Krotzky, T. Fober, E. Hüllermeier, G. Klebe, IEEE/ACM Trans. Comput. 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Comput. Biology Bioinform.","citation":{"ama":"Stock M, Fober T, Hüllermeier E, et al. Identification of Functionally Releated Enzymes by Learning to Rank Methods. <i>IEEE/ACM Trans Comput Biology Bioinform</i>. 2014;11(6):1157-1169.","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.” <i>IEEE/ACM Trans. Comput. Biology Bioinform.</i>, 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.","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.” <i>IEEE/ACM Trans. Comput. Biology Bioinform.</i> 11, no. 6 (2014): 1157–69.","apa":"Stock, M., Fober, T., Hüllermeier, E., Glinca, S., Klebe, G., Pahikkala, T., … Wageman, W. (2014). Identification of Functionally Releated Enzymes by Learning to Rank Methods. <i>IEEE/ACM Trans. Comput. Biology Bioinform.</i>, <i>11</i>(6), 1157–1169.","ieee":"M. Stock <i>et al.</i>, “Identification of Functionally Releated Enzymes by Learning to Rank Methods,” <i>IEEE/ACM Trans. Comput. Biology Bioinform.</i>, vol. 11, no. 6, pp. 1157–1169, 2014."},"date_created":"2019-06-26T12:11:13Z","type":"journal_article","department":[{"_id":"34"},{"_id":"7"},{"_id":"355"}]},{"date_updated":"2026-03-10T10:58:24Z","intvolume":"        55","year":"2014","title":"Rejoinder on \"Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization\"","status":"public","author":[{"id":"48129","full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier","first_name":"Eyke"}],"user_id":"14972","volume":55,"page":"1609-1613","_id":"10309","language":[{"iso":"eng"}],"publication":"Int. J. Approx. Reasoning","issue":"7","citation":{"mla":"Hüllermeier, Eyke. “Rejoinder on ‘Learning from Imprecise and Fuzzy Observations: Data Disambiguation through Generalized Loss Minimization.’” <i>Int. J. Approx. Reasoning</i>, vol. 55, no. 7, 2014, pp. 1609–13.","ama":"Hüllermeier E. Rejoinder on “Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization.” <i>Int J Approx Reasoning</i>. 2014;55(7):1609-1613.","bibtex":"@article{Hüllermeier_2014, title={Rejoinder on “Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization”}, volume={55}, number={7}, journal={Int. J. Approx. Reasoning}, author={Hüllermeier, Eyke}, year={2014}, pages={1609–1613} }","apa":"Hüllermeier, E. (2014). Rejoinder on “Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization.” <i>Int. J. Approx. Reasoning</i>, <i>55</i>(7), 1609–1613.","ieee":"E. Hüllermeier, “Rejoinder on ‘Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization,’” <i>Int. J. Approx. Reasoning</i>, vol. 55, no. 7, pp. 1609–1613, 2014.","short":"E. Hüllermeier, Int. J. Approx. Reasoning 55 (2014) 1609–1613.","chicago":"Hüllermeier, Eyke. “Rejoinder on ‘Learning from Imprecise and Fuzzy Observations: Data Disambiguation through Generalized Loss Minimization.’” <i>Int. J. Approx. Reasoning</i> 55, no. 7 (2014): 1609–13."},"type":"journal_article","department":[{"_id":"34"},{"_id":"7"},{"_id":"355"}],"date_created":"2019-06-26T11:12:38Z"},{"file":[{"file_id":"1318","success":1,"content_type":"application/pdf","relation":"main_file","date_updated":"2018-03-15T13:56:49Z","file_name":"485-paper86_mohr.pdf","file_size":368152,"access_level":"closed","date_created":"2018-03-15T13:56:49Z","creator":"florida"}],"date_created":"2017-10-17T12:42:26Z","type":"conference","department":[{"_id":"355"}],"publication":"Proceedings of the 15th International Conference on Information Integration and Web-based Applications & Services (iiWAS)","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."}],"language":[{"iso":"eng"}],"doi":"10.1145/2539150.2539235","title":"Semi-Automated Software Composition Through Generated Components","year":"2013","author":[{"full_name":"Mohr, Felix","first_name":"Felix","last_name":"Mohr"},{"first_name":"Hans","last_name":"Kleine Büning","full_name":"Kleine Büning, Hans"}],"date_updated":"2022-01-06T07:01:27Z","file_date_updated":"2018-03-15T13:56:49Z","citation":{"ieee":"F. Mohr and H. Kleine Büning, “Semi-Automated Software Composition Through Generated Components,” in <i>Proceedings of the 15th International Conference on Information Integration and Web-based Applications &#38; Services (iiWAS)</i>, 2013, pp. 676–680.","mla":"Mohr, Felix, and Hans Kleine Büning. “Semi-Automated Software Composition Through Generated Components.” <i>Proceedings of the 15th International Conference on Information Integration and Web-Based Applications &#38; Services (IiWAS)</i>, 2013, pp. 676–80, doi:<a href=\"https://doi.org/10.1145/2539150.2539235\">10.1145/2539150.2539235</a>.","apa":"Mohr, F., &#38; Kleine Büning, H. (2013). Semi-Automated Software Composition Through Generated Components. In <i>Proceedings of the 15th International Conference on Information Integration and Web-based Applications &#38; Services (iiWAS)</i> (pp. 676–680). <a href=\"https://doi.org/10.1145/2539150.2539235\">https://doi.org/10.1145/2539150.2539235</a>","bibtex":"@inproceedings{Mohr_Kleine Büning_2013, title={Semi-Automated Software Composition Through Generated Components}, DOI={<a href=\"https://doi.org/10.1145/2539150.2539235\">10.1145/2539150.2539235</a>}, booktitle={Proceedings of the 15th International Conference on Information Integration and Web-based Applications &#38; Services (iiWAS)}, author={Mohr, Felix and Kleine Büning, Hans}, year={2013}, pages={676–680} }","ama":"Mohr F, Kleine Büning H. Semi-Automated Software Composition Through Generated Components. In: <i>Proceedings of the 15th International Conference on Information Integration and Web-Based Applications &#38; Services (IiWAS)</i>. ; 2013:676-680. doi:<a href=\"https://doi.org/10.1145/2539150.2539235\">10.1145/2539150.2539235</a>","short":"F. Mohr, H. Kleine Büning, in: Proceedings of the 15th International Conference on Information Integration and Web-Based Applications &#38; Services (IiWAS), 2013, pp. 676–680.","chicago":"Mohr, Felix, and Hans Kleine Büning. “Semi-Automated Software Composition Through Generated Components.” In <i>Proceedings of the 15th International Conference on Information Integration and Web-Based Applications &#38; Services (IiWAS)</i>, 676–80, 2013. <a href=\"https://doi.org/10.1145/2539150.2539235\">https://doi.org/10.1145/2539150.2539235</a>."},"project":[{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Subprojekt B2","_id":"10"},{"name":"SFB 901 - Project Area B","_id":"3"}],"page":"676-680","_id":"485","ddc":["040"],"user_id":"477","status":"public","has_accepted_license":"1"},{"doi":"10.1109/SOCA.2013.25","language":[{"iso":"eng"}],"date_updated":"2022-01-06T07:01:30Z","author":[{"full_name":"Mohr, Felix","last_name":"Mohr","first_name":"Felix"},{"orcid":"0000-0001-5859-2457","last_name":"Lettmann","first_name":"Theodor","full_name":"Lettmann, Theodor","id":"315"},{"last_name":"Kleine Büning","first_name":"Hans","full_name":"Kleine Büning, Hans"}],"year":"2013","title":"Reducing Nondeterminism in Automated Service Composition","department":[{"_id":"355"}],"type":"conference","date_created":"2017-10-17T12:42:28Z","file":[{"date_created":"2018-03-15T13:43:08Z","creator":"florida","file_id":"1314","success":1,"content_type":"application/pdf","file_name":"495-paper52_mohr.pdf","access_level":"closed","file_size":603822,"relation":"main_file","date_updated":"2018-03-15T13:43:08Z"}],"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"}],"publication":"Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA)","user_id":"477","ddc":["040"],"_id":"495","page":"154-161","has_accepted_license":"1","status":"public","project":[{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Subprojekt B2","_id":"10"},{"_id":"3","name":"SFB 901 - Project Area B"}],"citation":{"short":"F. Mohr, T. Lettmann, H. Kleine Büning, in: Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA), 2013, pp. 154–161.","ama":"Mohr F, Lettmann T, Kleine Büning H. Reducing Nondeterminism in Automated Service Composition. In: <i>Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA)</i>. ; 2013:154-161. doi:<a href=\"https://doi.org/10.1109/SOCA.2013.25\">10.1109/SOCA.2013.25</a>","chicago":"Mohr, Felix, Theodor Lettmann, and Hans Kleine Büning. “Reducing Nondeterminism in Automated Service Composition.” In <i>Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA)</i>, 154–61, 2013. <a href=\"https://doi.org/10.1109/SOCA.2013.25\">https://doi.org/10.1109/SOCA.2013.25</a>.","bibtex":"@inproceedings{Mohr_Lettmann_Kleine Büning_2013, title={Reducing Nondeterminism in Automated Service Composition}, DOI={<a href=\"https://doi.org/10.1109/SOCA.2013.25\">10.1109/SOCA.2013.25</a>}, booktitle={Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA)}, author={Mohr, Felix and Lettmann, Theodor and Kleine Büning, Hans}, year={2013}, pages={154–161} }","mla":"Mohr, Felix, et al. “Reducing Nondeterminism in Automated Service Composition.” <i>Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA)</i>, 2013, pp. 154–61, doi:<a href=\"https://doi.org/10.1109/SOCA.2013.25\">10.1109/SOCA.2013.25</a>.","apa":"Mohr, F., Lettmann, T., &#38; Kleine Büning, H. (2013). Reducing Nondeterminism in Automated Service Composition. In <i>Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA)</i> (pp. 154–161). <a href=\"https://doi.org/10.1109/SOCA.2013.25\">https://doi.org/10.1109/SOCA.2013.25</a>","ieee":"F. Mohr, T. Lettmann, and H. Kleine Büning, “Reducing Nondeterminism in Automated Service Composition,” in <i>Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA)</i>, 2013, pp. 154–161."},"file_date_updated":"2018-03-15T13:43:08Z"},{"type":"conference","department":[{"_id":"34"},{"_id":"7"},{"_id":"355"}],"date_created":"2020-02-03T14:20:27Z","publication":"In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Bamberg, Germany","citation":{"mla":"Cheng, W., et al. “Labelwise versus Pairwise Decomposition in Label Ranking.” <i>In Proceedings Workshop LWA-2009, Lernen-Wissensentdeckung-Adaptivität, Bamberg, Germany</i>, 2013, pp. 129–36.","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} }","ama":"Cheng W, Henzgen S, Hüllermeier E. 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