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Verlagsschriftenreihe des Heinz Nixdorf Instituts, Paderborn, 2018.","chicago":"Echterhoff, Benedikt. <i>Methodik zur Einführung innovativer Geschäftsmodelle in etablierten Unternehmen</i>. Vol. 387. Verlagsschriftenreihe des Heinz Nixdorf Instituts, Paderborn. Verlagsschriftenreihe des Heinz Nixdorf Instituts, Paderborn, 2018.","ama":"Echterhoff B. <i>Methodik zur Einführung innovativer Geschäftsmodelle in etablierten Unternehmen</i>. Vol 387. Verlagsschriftenreihe des Heinz Nixdorf Instituts, Paderborn; 2018.","mla":"Echterhoff, Benedikt. <i>Methodik zur Einführung innovativer Geschäftsmodelle in etablierten Unternehmen</i>. Verlagsschriftenreihe des Heinz Nixdorf Instituts, Paderborn, 2018.","short":"B. 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Verlagsschriftenreihe des Heinz Nixdorf Instituts, Paderborn."},"intvolume":"       387","publisher":"Verlagsschriftenreihe des Heinz Nixdorf Instituts, Paderborn","date_updated":"2022-01-06T06:57:18Z","date_created":"2021-10-15T10:06:25Z","author":[{"last_name":"Echterhoff","full_name":"Echterhoff, Benedikt","first_name":"Benedikt"}],"volume":387,"title":"Methodik zur Einführung innovativer Geschäftsmodelle in etablierten Unternehmen","type":"dissertation","status":"public","_id":"26253","user_id":"60046","series_title":"Verlagsschriftenreihe des Heinz Nixdorf Instituts, Paderborn","department":[{"_id":"26"}],"language":[{"iso":"ger"}]},{"year":"2018","title":"ML-Plan: Automated Machine Learning via Hierarchical Planning","date_created":"2018-07-08T14:06:14Z","publisher":"Springer","file":[{"success":1,"relation":"main_file","content_type":"application/pdf","file_size":1070937,"access_level":"closed","file_id":"5306","file_name":"ML-PlanAutomatedMachineLearnin.pdf","date_updated":"2018-11-02T15:32:16Z","creator":"ups","date_created":"2018-11-02T15:32:16Z"}],"abstract":[{"lang":"eng","text":"Automated machine learning (AutoML) seeks to automatically select, compose, and parametrize machine learning algorithms, so as to achieve optimal performance on a given task (dataset). Although current approaches to AutoML have already produced impressive results, the field is still far from mature, and new techniques are still being developed. In this paper, we present ML-Plan, a new approach to AutoML based on hierarchical planning. To highlight the potential of this approach, we compare ML-Plan to the state-of-the-art frameworks Auto-WEKA, auto-sklearn, and TPOT. In an extensive series of experiments, we show that ML-Plan is highly competitive and often outperforms existing approaches."}],"publication":"Machine Learning","language":[{"iso":"eng"}],"keyword":["AutoML","Hierarchical Planning","HTN planning","ML-Plan"],"ddc":["000"],"page":"1495-1515","citation":{"apa":"Mohr, F., Wever, M. D., &#38; Hüllermeier, E. (2018). ML-Plan: Automated Machine Learning via Hierarchical Planning. <i>Machine Learning</i>, 1495–1515. <a href=\"https://doi.org/10.1007/s10994-018-5735-z\">https://doi.org/10.1007/s10994-018-5735-z</a>","mla":"Mohr, Felix, et al. “ML-Plan: Automated Machine Learning via Hierarchical Planning.” <i>Machine Learning</i>, Springer, 2018, pp. 1495–515, doi:<a href=\"https://doi.org/10.1007/s10994-018-5735-z\">10.1007/s10994-018-5735-z</a>.","bibtex":"@article{Mohr_Wever_Hüllermeier_2018, title={ML-Plan: Automated Machine Learning via Hierarchical Planning}, DOI={<a href=\"https://doi.org/10.1007/s10994-018-5735-z\">10.1007/s10994-018-5735-z</a>}, journal={Machine Learning}, publisher={Springer}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2018}, pages={1495–1515} }","short":"F. Mohr, M.D. Wever, E. Hüllermeier, Machine Learning (2018) 1495–1515.","ieee":"F. Mohr, M. D. Wever, and E. Hüllermeier, “ML-Plan: Automated Machine Learning via Hierarchical Planning,” <i>Machine Learning</i>, pp. 1495–1515, 2018, doi: <a href=\"https://doi.org/10.1007/s10994-018-5735-z\">10.1007/s10994-018-5735-z</a>.","chicago":"Mohr, Felix, Marcel Dominik Wever, and Eyke Hüllermeier. “ML-Plan: Automated Machine Learning via Hierarchical Planning.” <i>Machine Learning</i>, 2018, 1495–1515. <a href=\"https://doi.org/10.1007/s10994-018-5735-z\">https://doi.org/10.1007/s10994-018-5735-z</a>.","ama":"Mohr F, Wever MD, Hüllermeier E. ML-Plan: Automated Machine Learning via Hierarchical Planning. <i>Machine Learning</i>. Published online 2018:1495-1515. doi:<a href=\"https://doi.org/10.1007/s10994-018-5735-z\">10.1007/s10994-018-5735-z</a>"},"has_accepted_license":"1","publication_identifier":{"issn":["0885-6125"],"eissn":["1573-0565"]},"publication_status":"epub_ahead","conference":{"end_date":"2018-09-14","location":"Dublin, Ireland","name":"European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases","start_date":"2018-09-10"},"doi":"10.1007/s10994-018-5735-z","main_file_link":[{"open_access":"1","url":"https://rdcu.be/3Nc2"}],"author":[{"first_name":"Felix","last_name":"Mohr","full_name":"Mohr, Felix"},{"first_name":"Marcel Dominik","last_name":"Wever","orcid":" https://orcid.org/0000-0001-9782-6818","id":"33176","full_name":"Wever, Marcel Dominik"},{"last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke","id":"48129","first_name":"Eyke"}],"oa":"1","date_updated":"2022-01-06T06:59:21Z","status":"public","type":"journal_article","file_date_updated":"2018-11-02T15:32:16Z","article_type":"original","department":[{"_id":"355"},{"_id":"34"},{"_id":"7"},{"_id":"26"}],"user_id":"5786","_id":"3510","project":[{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Project Area B","_id":"3"},{"name":"SFB 901 - Subproject B2","_id":"10"},{"_id":"52","name":"Computing Resources Provided by the Paderborn Center for Parallel Computing"}]},{"author":[{"full_name":"Wever, Marcel Dominik","id":"33176","orcid":" https://orcid.org/0000-0001-9782-6818","last_name":"Wever","first_name":"Marcel Dominik"},{"first_name":"Felix","last_name":"Mohr","full_name":"Mohr, Felix"},{"first_name":"Eyke","last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke","id":"48129"}],"date_created":"2020-08-07T11:38:10Z","date_updated":"2022-01-06T06:53:17Z","oa":"1","publisher":"Arxiv","main_file_link":[{"open_access":"1","url":"https://arxiv.org/pdf/1811.04060.pdf"}],"title":"Automated Multi-Label Classification based on ML-Plan","citation":{"ieee":"M. D. Wever, F. Mohr, and E. Hüllermeier, “Automated Multi-Label Classification based on ML-Plan.” Arxiv, 2018.","chicago":"Wever, Marcel Dominik, Felix Mohr, and Eyke Hüllermeier. “Automated Multi-Label Classification Based on ML-Plan.” Arxiv, 2018.","ama":"Wever MD, Mohr F, Hüllermeier E. Automated Multi-Label Classification based on ML-Plan. Published online 2018.","short":"M.D. Wever, F. Mohr, E. Hüllermeier, (2018).","bibtex":"@article{Wever_Mohr_Hüllermeier_2018, title={Automated Multi-Label Classification based on ML-Plan}, publisher={Arxiv}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2018} }","mla":"Wever, Marcel Dominik, et al. <i>Automated Multi-Label Classification Based on ML-Plan</i>. Arxiv, 2018.","apa":"Wever, M. D., Mohr, F., &#38; Hüllermeier, E. (2018). <i>Automated Multi-Label Classification based on ML-Plan</i>. Arxiv."},"year":"2018","user_id":"5786","department":[{"_id":"34"},{"_id":"355"},{"_id":"26"}],"project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Project Area B","_id":"3"},{"name":"SFB 901 - Subproject B2","_id":"10"},{"_id":"52","name":"Computing Resources Provided by the Paderborn Center for Parallel Computing"}],"_id":"17713","language":[{"iso":"eng"}],"type":"preprint","status":"public"},{"year":"2018","citation":{"ama":"Mohr F, Wever MD, Hüllermeier E. Automated machine learning service composition. Published online 2018.","ieee":"F. Mohr, M. D. Wever, and E. Hüllermeier, “Automated machine learning service composition.” 2018.","chicago":"Mohr, Felix, Marcel Dominik Wever, and Eyke Hüllermeier. “Automated Machine Learning Service Composition,” 2018.","apa":"Mohr, F., Wever, M. D., &#38; Hüllermeier, E. 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Hüllermeier, (2018).","mla":"Mohr, Felix, et al. <i>Automated Machine Learning Service Composition</i>. 2018."},"date_updated":"2022-01-06T06:53:17Z","oa":"1","author":[{"first_name":"Felix","last_name":"Mohr","full_name":"Mohr, Felix"},{"first_name":"Marcel Dominik","last_name":"Wever","orcid":" https://orcid.org/0000-0001-9782-6818","full_name":"Wever, Marcel Dominik","id":"33176"},{"first_name":"Eyke","full_name":"Hüllermeier, Eyke","id":"48129","last_name":"Hüllermeier"}],"date_created":"2020-08-07T11:40:13Z","title":"Automated machine learning service composition","main_file_link":[{"open_access":"1","url":"https://arxiv.org/pdf/1809.00486.pdf"}],"type":"preprint","status":"public","_id":"17714","project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Project Area B","_id":"3"},{"_id":"10","name":"SFB 901 - Subproject B2"},{"name":"Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"}],"department":[{"_id":"34"},{"_id":"355"},{"_id":"26"}],"user_id":"5786","language":[{"iso":"eng"}]},{"year":"2018","status":"public","citation":{"ama":"Graessler I, Scholle P, Hentze J, Oleff C. 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Oleff, in: Proceedings of the DESIGN 2018 15th International Design Conference, 2018.","bibtex":"@inproceedings{Graessler_Scholle_Hentze_Oleff_2018, title={SEMI-AUTOMATIZED ASSESSMENT OF REQUIREMENT INTERRELATIONS}, DOI={<a href=\"https://doi.org/10.21278/idc.2018.0298\">10.21278/idc.2018.0298</a>}, booktitle={Proceedings of the DESIGN 2018 15th International Design Conference}, author={Graessler, Iris and Scholle, Philipp and Hentze, Julian and Oleff, Christian}, year={2018} }"},"publication_identifier":{"isbn":["9789537738594"]},"publication_status":"published","publication":"Proceedings of the DESIGN 2018 15th International Design Conference","type":"conference","title":"SEMI-AUTOMATIZED ASSESSMENT OF REQUIREMENT INTERRELATIONS","doi":"10.21278/idc.2018.0298","_id":"21991","date_updated":"2022-01-06T06:55:22Z","department":[{"_id":"26"},{"_id":"624"},{"_id":"219"}],"author":[{"first_name":"Iris","full_name":"Graessler, Iris","last_name":"Graessler"},{"full_name":"Scholle, Philipp","last_name":"Scholle","first_name":"Philipp"},{"full_name":"Hentze, Julian","last_name":"Hentze","first_name":"Julian"},{"first_name":"Christian","last_name":"Oleff","full_name":"Oleff, Christian"}],"user_id":"9138","date_created":"2021-05-05T09:15:36Z"},{"department":[{"_id":"26"},{"_id":"624"},{"_id":"219"}],"user_id":"9138","_id":"21998","status":"public","abstract":[{"text":"Changing requirements have a broad impact on product development processes. In this paper, a novel approach towards structuring requirements is proposed. Based on a requirements list, interrelations of requirements are assessed semi-automatically by a rule basis. Here, generic interrelations funded on either physical fundamentals or working principles are recorded. By this approach, requirements structure matrices are derived semi-automatically. Combined with selecting critical requirements based on structured criterions, iterations due to changing requirements will be reduced.","lang":"eng"}],"publication":"15th International Design Conference","type":"conference","doi":"10.21278/idc.2018.0298","title":"Semi-Automatized Assessment of Requirement Interrelations","volume":15,"date_created":"2021-05-05T09:39:24Z","author":[{"first_name":"I.","full_name":"Gräßler, I.","last_name":"Gräßler"},{"full_name":"Scholle, P.","last_name":"Scholle","first_name":"P."},{"last_name":"Hentze","full_name":"Hentze, J.","first_name":"J."},{"first_name":"C.","full_name":"Oleff, C.","last_name":"Oleff"}],"date_updated":"2022-01-06T06:55:22Z","page":"S. 325-334","intvolume":"        15","citation":{"ieee":"I. Gräßler, P. Scholle, J. Hentze, and C. Oleff, “Semi-Automatized Assessment of Requirement Interrelations,” in <i>15th International Design Conference</i>, 2018, vol. 15, p. S. 325-334.","chicago":"Gräßler, I., P. Scholle, J. Hentze, and C. 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S. 325-334). <a href=\"https://doi.org/10.21278/idc.2018.0298\">https://doi.org/10.21278/idc.2018.0298</a>"},"year":"2018"},{"type":"conference","publication":"Design for X - Beiträge zum 29. DfX-Symposium","status":"public","abstract":[{"lang":"eng","text":"In this paper, a novel approach towards risk classification of requirements of additively manufactured (AM) products is presented. The classification of an individual requirement is based on two aspects: a) influence factors implying dynamics of its specification and b) network indices quantifying the degree of cross-linkage with other requirements. Both aspects can indicate requirement changes. Influences on a requirement are assessed by a priority index based on criteria ‘uncertainty’, ‘dynamics’ and ‘relevance for product development’. Effects from other requirements are captured by network theoretical indices such as active and passive sum. In the end, requirements are classified accord-ing to their criticality. By this approach, requirements can be identified which might strongly affect the product development process of AM products."}],"user_id":"5786","department":[{"_id":"26"},{"_id":"624"},{"_id":"219"}],"_id":"21999","language":[{"iso":"eng"}],"citation":{"ama":"Gräßler I, Oleff C, Scholle P. Methode zur Bewertung von Anforderungsänderungen additiv gefertigter Produkte. In: <i>Design for X - Beiträge Zum 29. DfX-Symposium</i>. Vol 29. ; 2018:333-344. doi:<a href=\"https://www.researchgate.net/publication/331742431_Methode_zur_Bewertung_von_Anforderungsanderungen_additiv_gefertigter_Produkte\">https://www.researchgate.net/publication/331742431_Methode_zur_Bewertung_von_Anforderungsanderungen_additiv_gefertigter_Produkte</a>","chicago":"Gräßler, I., C. Oleff, and P. Scholle. “Methode Zur Bewertung von Anforderungsänderungen Additiv Gefertigter Produkte.” In <i>Design for X - Beiträge Zum 29. DfX-Symposium</i>, 29:333–44, 2018. <a href=\"https://www.researchgate.net/publication/331742431_Methode_zur_Bewertung_von_Anforderungsanderungen_additiv_gefertigter_Produkte\">https://www.researchgate.net/publication/331742431_Methode_zur_Bewertung_von_Anforderungsanderungen_additiv_gefertigter_Produkte</a>.","ieee":"I. Gräßler, C. Oleff, and P. Scholle, “Methode zur Bewertung von Anforderungsänderungen additiv gefertigter Produkte,” in <i>Design for X - Beiträge zum 29. DfX-Symposium</i>, 2018, vol. 29, pp. 333–344, doi: <a href=\"https://www.researchgate.net/publication/331742431_Methode_zur_Bewertung_von_Anforderungsanderungen_additiv_gefertigter_Produkte\">https://www.researchgate.net/publication/331742431_Methode_zur_Bewertung_von_Anforderungsanderungen_additiv_gefertigter_Produkte</a>.","apa":"Gräßler, I., Oleff, C., &#38; Scholle, P. (2018). Methode zur Bewertung von Anforderungsänderungen additiv gefertigter Produkte. <i>Design for X - Beiträge Zum 29. DfX-Symposium</i>, <i>29</i>, 333–344. <a href=\"https://www.researchgate.net/publication/331742431_Methode_zur_Bewertung_von_Anforderungsanderungen_additiv_gefertigter_Produkte\">https://www.researchgate.net/publication/331742431_Methode_zur_Bewertung_von_Anforderungsanderungen_additiv_gefertigter_Produkte</a>","short":"I. Gräßler, C. Oleff, P. Scholle, in: Design for X - Beiträge Zum 29. DfX-Symposium, 2018, pp. 333–344.","mla":"Gräßler, I., et al. “Methode Zur Bewertung von Anforderungsänderungen Additiv Gefertigter Produkte.” <i>Design for X - Beiträge Zum 29. DfX-Symposium</i>, vol. 29, 2018, pp. 333–44, doi:<a href=\"https://www.researchgate.net/publication/331742431_Methode_zur_Bewertung_von_Anforderungsanderungen_additiv_gefertigter_Produkte\">https://www.researchgate.net/publication/331742431_Methode_zur_Bewertung_von_Anforderungsanderungen_additiv_gefertigter_Produkte</a>.","bibtex":"@inproceedings{Gräßler_Oleff_Scholle_2018, title={Methode zur Bewertung von Anforderungsänderungen additiv gefertigter Produkte}, volume={29}, DOI={<a href=\"https://www.researchgate.net/publication/331742431_Methode_zur_Bewertung_von_Anforderungsanderungen_additiv_gefertigter_Produkte\">https://www.researchgate.net/publication/331742431_Methode_zur_Bewertung_von_Anforderungsanderungen_additiv_gefertigter_Produkte</a>}, booktitle={Design for X - Beiträge zum 29. DfX-Symposium}, author={Gräßler, I. and Oleff, C. and Scholle, P.}, year={2018}, pages={333–344} }"},"page":"333-344","intvolume":"        29","year":"2018","date_created":"2021-05-05T09:39:26Z","author":[{"full_name":"Gräßler, I.","last_name":"Gräßler","first_name":"I."},{"first_name":"C.","last_name":"Oleff","full_name":"Oleff, C."},{"last_name":"Scholle","full_name":"Scholle, P.","first_name":"P."}],"volume":29,"date_updated":"2022-01-06T06:55:22Z","doi":"https://www.researchgate.net/publication/331742431_Methode_zur_Bewertung_von_Anforderungsanderungen_additiv_gefertigter_Produkte","title":"Methode zur Bewertung von Anforderungsänderungen additiv gefertigter Produkte"},{"status":"public","editor":[{"last_name":"Abiteboul","full_name":"Abiteboul, S.","first_name":"S."},{"first_name":"M.","last_name":"Arenas","full_name":"Arenas, M."},{"last_name":"Barceló","full_name":"Barceló, P.","first_name":"P."},{"full_name":"Bienvenu, M.","last_name":"Bienvenu","first_name":"M."},{"first_name":"D.","full_name":"Calvanese, D.","last_name":"Calvanese"},{"full_name":"David, C.","last_name":"David","first_name":"C."},{"last_name":"Hull","full_name":"Hull, R.","first_name":"R."},{"first_name":"Eyke","full_name":"Hüllermeier, Eyke","id":"48129","last_name":"Hüllermeier"},{"full_name":"Kimelfeld, B.","last_name":"Kimelfeld","first_name":"B."},{"last_name":"Libkin","full_name":"Libkin, L.","first_name":"L."},{"first_name":"W.","full_name":"Martens, W.","last_name":"Martens"},{"first_name":"T.","last_name":"Milo","full_name":"Milo, T."},{"last_name":"Murlak","full_name":"Murlak, F.","first_name":"F."},{"last_name":"Neven","full_name":"Neven, F.","first_name":"F."},{"first_name":"M.","last_name":"Ortiz","full_name":"Ortiz, M."},{"last_name":"Schwentick","full_name":"Schwentick, T.","first_name":"T."},{"last_name":"Stoyanovich","full_name":"Stoyanovich, J.","first_name":"J."},{"first_name":"J.","last_name":"Su","full_name":"Su, J."},{"first_name":"D.","full_name":"Suciu, D.","last_name":"Suciu"},{"first_name":"V.","full_name":"Vianu, V.","last_name":"Vianu"},{"first_name":"K.","last_name":"Yi","full_name":"Yi, K."}],"type":"conference_editor","alternative_title":["Manifesto from Dagstuhl Perspectives Workshop 16151"],"language":[{"iso":"eng"}],"user_id":"49109","department":[{"_id":"34"},{"_id":"7"},{"_id":"355"},{"_id":"26"}],"_id":"10591","citation":{"apa":"Abiteboul, S., Arenas, M., Barceló, P., Bienvenu, M., Calvanese, D., David, C., … Yi, K. 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