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Springer Vieweg, Berlin, Heidelberg, 2021."},"publication":"Arbeit in der digitalisierten Welt - Praxisbeispiele und Gestaltungslösungen aus dem BMBF-Förderschwerpunkt","editor":[{"first_name":"Wilhelm","last_name":"Bauer","full_name":"Bauer, Wilhelm"},{"full_name":"Mütze-Niewöhner, Susanne","first_name":"Susanne","last_name":"Mütze-Niewöhner"},{"full_name":"Stowasser, Sascha","last_name":"Stowasser","first_name":"Sascha"},{"last_name":"Zanker","first_name":"Claus","full_name":"Zanker, Claus"},{"full_name":"Müller, Nadine","first_name":"Nadine","last_name":"Müller"}],"user_id":"15782","language":[{"iso":"ger"}],"_id":"27139","publisher":"Springer Vieweg, Berlin, Heidelberg","page":"239-255","date_updated":"2022-01-06T06:57:35Z","publication_status":"published","author":[{"full_name":"Foullois, Marc","first_name":"Marc","last_name":"Foullois"},{"first_name":"Anna-Lena","last_name":"Kato-Beiderwieden","full_name":"Kato-Beiderwieden, Anna-Lena"},{"first_name":"Lisa","last_name":"Mlekus","full_name":"Mlekus, Lisa"},{"first_name":"Günter W.","last_name":"Maier","full_name":"Maier, Günter W."},{"first_name":"Sascha","last_name":"Jenderny","full_name":"Jenderny, Sascha"},{"full_name":"Röcker, Carsten","first_name":"Carsten","last_name":"Röcker"},{"last_name":"Dietz","first_name":"Oliver","full_name":"Dietz, Oliver"},{"full_name":"Pretzlaff, Matthias","first_name":"Matthias","last_name":"Pretzlaff"},{"full_name":"Huxdorf, Oliver","last_name":"Huxdorf","first_name":"Oliver"},{"full_name":"von Dungern, Friedrich","first_name":"Friedrich","last_name":"von Dungern"},{"full_name":"Bräutigam, Dieter","first_name":"Dieter","last_name":"Bräutigam"},{"full_name":"Seifert, Lars","last_name":"Seifert","first_name":"Lars"},{"id":"16190","first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman"}],"year":"2021","title":"Arbeit 4.0 in der Produktentstehung mit IviPep","status":"public"},{"author":[{"first_name":"Marvin","last_name":"Drewel","full_name":"Drewel, Marvin"},{"full_name":"Özcan, Leon","last_name":"Özcan","first_name":"Leon","id":"45137"},{"first_name":"Jürgen","last_name":"Gausemeier","full_name":"Gausemeier, Jürgen","id":"163"},{"full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman","id":"16190"}],"year":"2021","title":"Platform Patterns - Using Proven Principles to Develop Digital Platforms","date_updated":"2022-01-06T06:57:35Z","publication_status":"published","language":[{"iso":"eng"}],"doi":"10.1007/s13132-021-00772-3","publication":"Journal of the Knowledge Economy","abstract":[{"lang":"eng","text":"Hardly any other area has as much disruptive potential as digital platforms in the course of digitalization. After serious changes have already taken place in the B2C sector with platforms such as Amazon and Airbnb, the B2B sector is on the threshold to the so-called platform economy. In mechanical engineering, pioneers like GE (PREDIX) and Claas (365FarmNet) are trying to get their hands on the act. This is hardly a promising option for small and medium-sized companies, as only a few large companies will survive. Small and medium-sized enterprises (SMEs) are already facing the threat of losing direct consumer contact and becoming exchangeable executers. In order to prevent this, it is important to anticipate at an early stage which strategic options exist for the future platform economy and which adjustments to the product program should already be initiated today. Basically, medium-sized companies in particular lack a strategy for an advantageous entry into the future platform economy. The paper presents different approaches to master the challenges of participating in the platform economy by using platform patterns. Platform patterns represent proven principles of already existing platforms. We show how we derived a catalogue with 37 identified platform patterns. The catalogue has a generic design and can be customized for a specific use case. The versatility of the catalogue is underlined by three possible applications: (1) platform ideation, (2) platform development, and (3) platform characterization."}],"date_created":"2021-11-04T08:17:35Z","department":[{"_id":"563"}],"type":"conference","keyword":["Digitalization","Digital platforms","Platform economy","Multisided markets","B2B platforms"],"status":"public","_id":"27140","publisher":"Springer","page":"519-543","editor":[{"first_name":"Elias G. ","last_name":"Carayannis","full_name":"Carayannis, Elias G. "}],"volume":"Volume 12","user_id":"15782","citation":{"short":"M. Drewel, L. Özcan, J. Gausemeier, R. Dumitrescu, in: E.G. Carayannis (Ed.), Journal of the Knowledge Economy, Springer, 2021, pp. 519–543.","chicago":"Drewel, Marvin, Leon Özcan, Jürgen Gausemeier, and Roman Dumitrescu. “Platform Patterns - Using Proven Principles to Develop Digital Platforms.” In <i>Journal of the Knowledge Economy</i>, edited by Elias G.  Carayannis, Volume 12:519–43. Springer, 2021. <a href=\"https://doi.org/10.1007/s13132-021-00772-3\">https://doi.org/10.1007/s13132-021-00772-3</a>.","apa":"Drewel, M., Özcan, L., Gausemeier, J., &#38; Dumitrescu, R. (2021). Platform Patterns - Using Proven Principles to Develop Digital Platforms. In E. G. Carayannis (Ed.), <i>Journal of the Knowledge Economy: Vol. Volume 12</i> (pp. 519–543). Springer. <a href=\"https://doi.org/10.1007/s13132-021-00772-3\">https://doi.org/10.1007/s13132-021-00772-3</a>","ieee":"M. Drewel, L. Özcan, J. Gausemeier, and R. 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Springer; 2021:519-543. doi:<a href=\"https://doi.org/10.1007/s13132-021-00772-3\">10.1007/s13132-021-00772-3</a>","bibtex":"@inproceedings{Drewel_Özcan_Gausemeier_Dumitrescu_2021, title={Platform Patterns - Using Proven Principles to Develop Digital Platforms}, volume={Volume 12}, DOI={<a href=\"https://doi.org/10.1007/s13132-021-00772-3\">10.1007/s13132-021-00772-3</a>}, booktitle={Journal of the Knowledge Economy}, publisher={Springer}, author={Drewel, Marvin and Özcan, Leon and Gausemeier, Jürgen and Dumitrescu, Roman}, editor={Carayannis, Elias G. }, year={2021}, pages={519–543} }","mla":"Drewel, Marvin, et al. “Platform Patterns - Using Proven Principles to Develop Digital Platforms.” <i>Journal of the Knowledge Economy</i>, edited by Elias G.  Carayannis, vol. Volume 12, Springer, 2021, pp. 519–43, doi:<a href=\"https://doi.org/10.1007/s13132-021-00772-3\">10.1007/s13132-021-00772-3</a>."}},{"publication":"Procedia CIRP","citation":{"apa":"Rasor, R., Göllner, D., Bernijazov, R., Kaiser, L., &#38; Dumitrescu, R. (2021). Towards collaborative life cycle specification of digital twins in manufacturing value chains. <i>Procedia CIRP</i>, <i>98</i>, 229–234.","ieee":"R. Rasor, D. Göllner, R. Bernijazov, L. Kaiser, and R. Dumitrescu, “Towards collaborative life cycle specification of digital twins in manufacturing value chains,” in <i>Procedia CIRP</i>, 2021, vol. 98, pp. 229–234.","short":"R. Rasor, D. Göllner, R. Bernijazov, L. Kaiser, R. Dumitrescu, in: Procedia CIRP, Elsevier, 2021, pp. 229–234.","chicago":"Rasor, Rik, Denis Göllner, Ruslan Bernijazov, Lydia Kaiser, and Roman Dumitrescu. “Towards Collaborative Life Cycle Specification of Digital Twins in Manufacturing Value Chains.” In <i>Procedia CIRP</i>, 98:229–34. 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Elsevier; 2021:229-234.","bibtex":"@inproceedings{Rasor_Göllner_Bernijazov_Kaiser_Dumitrescu_2021, title={Towards collaborative life cycle specification of digital twins in manufacturing value chains}, volume={98}, booktitle={Procedia CIRP}, publisher={Elsevier}, author={Rasor, Rik and Göllner, Denis and Bernijazov, Ruslan and Kaiser, Lydia and Dumitrescu, Roman}, year={2021}, pages={229–234} }"},"type":"conference","department":[{"_id":"563"}],"date_created":"2021-11-04T08:18:09Z","publication_status":"published","date_updated":"2022-01-06T06:57:35Z","intvolume":"        98","status":"public","title":"Towards collaborative life cycle specification of digital twins in manufacturing value chains","year":"2021","author":[{"full_name":"Rasor, Rik","first_name":"Rik","last_name":"Rasor"},{"first_name":"Denis","last_name":"Göllner","full_name":"Göllner, Denis"},{"last_name":"Bernijazov","first_name":"Ruslan","full_name":"Bernijazov, Ruslan"},{"full_name":"Kaiser, Lydia","first_name":"Lydia","last_name":"Kaiser"},{"id":"16190","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman"}],"user_id":"15782","volume":98,"page":"229-234","_id":"27141","publisher":"Elsevier","language":[{"iso":"eng"}]},{"citation":{"ieee":"L. 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Dumitrescu, in: International Journal of Integrated Engineering , 2021, pp. 229–240.","chicago":"Asmar, Laban, Khoren Grigoryan, Cheng Yee Low, Daniel Röltgen, Arno Kühn, and Roman Dumitrescu. “Structuring Framework for Early Validation of Product Ideas.” In <i>International Journal of Integrated Engineering </i>, 13:229–40, 2021.","mla":"Asmar, Laban, et al. “Structuring Framework for Early Validation of Product Ideas.” <i>International Journal of Integrated Engineering </i>, vol. 13, no. 2, 2021, pp. 229–40.","bibtex":"@inproceedings{Asmar_Grigoryan_Low_Röltgen_Kühn_Dumitrescu_2021, title={Structuring Framework for Early Validation of Product Ideas}, volume={13}, number={2}, booktitle={International Journal of Integrated Engineering }, author={Asmar, Laban and Grigoryan, Khoren and Low, Cheng Yee and Röltgen, Daniel and Kühn, Arno and Dumitrescu, Roman}, year={2021}, pages={229–240} }","ama":"Asmar L, Grigoryan K, Low CY, Röltgen D, Kühn A, Dumitrescu R. 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Universität Paderborn, 2021."},"related_material":{"link":[{"relation":"confirmation","url":"https://www.bodden.de/pubs/phdLuo.pdf"}]},"date_created":"2021-11-04T13:58:35Z","department":[{"_id":"76"}],"type":"dissertation","author":[{"first_name":"Linghui","last_name":"Luo","full_name":"Luo, Linghui"}],"title":"Improving Real-World Applicability of Static Taint Analysis","year":"2021","status":"public","date_updated":"2022-01-06T06:57:35Z","_id":"27158","language":[{"iso":"eng"}],"publisher":"Universität Paderborn","user_id":"15249"},{"_id":"27418","series_title":"{CEUR} Workshop Proceedings","publisher":"CEUR-WS.org","language":[{"iso":"eng"}],"page":"54-64","editor":[{"full_name":"Iovino, Ludovico","first_name":"Ludovico","last_name":"Iovino"},{"full_name":"Michael Kristensen, Lars","first_name":"Lars","last_name":"Michael Kristensen"}],"volume":2999,"user_id":"53103","author":[{"id":"53103","last_name":"Weidmann","first_name":"Nils","full_name":"Weidmann, Nils"},{"first_name":"Anthony","last_name":"Anjorin","full_name":"Anjorin, Anthony"}],"title":"eMoflon: : Neo - Consistency and Model Management with Graph Databases","status":"public","year":"2021","intvolume":"      2999","date_updated":"2022-01-06T06:57:39Z","date_created":"2021-11-15T08:39:42Z","department":[{"_id":"28"},{"_id":"66"}],"type":"conference","citation":{"ieee":"N. 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ACM, 2021. <a href=\"https://doi.org/10.1145/3488042.3490510\">https://doi.org/10.1145/3488042.3490510</a>.","ama":"Hüsing S. Epistemic Programming - An insight-driven programming concept for Data Science. In: Seppälä O, Petersen A, eds. <i>Koli Calling ’21: 21st Koli Calling International Conference on Computing Education Research, Joensuu, Finland, November 18 - 21, 2021</i>. ACM; 2021:42:1-42:3. doi:<a href=\"https://doi.org/10.1145/3488042.3490510\">10.1145/3488042.3490510</a>","short":"S. Hüsing, in: O. Seppälä, A. Petersen (Eds.), Koli Calling ’21: 21st Koli Calling International Conference on Computing Education Research, Joensuu, Finland, November 18 - 21, 2021, ACM, 2021, p. 42:1-42:3.","ieee":"S. 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Petersen (Eds.), <i>Koli Calling ’21: 21st Koli Calling International Conference on Computing Education Research, Joensuu, Finland, November 18 - 21, 2021</i> (p. 42:1-42:3). ACM. <a href=\"https://doi.org/10.1145/3488042.3490510\">https://doi.org/10.1145/3488042.3490510</a>"},"publication":"Koli Calling '21: 21st Koli Calling International Conference on Computing Education Research, Joensuu, Finland, November 18 - 21, 2021","date_created":"2021-11-16T08:15:11Z","department":[{"_id":"67"}],"type":"conference"},{"status":"public","title":"Künstliche Intelligenz und maschinelles Lernen im Informatikunterricht der Sek. I mit Jupyter Notebooks und Python am Beispiel von Entscheidungsbäumen und künstlichen neuronalen Netzen","year":"2021","author":[{"full_name":"Bovermann, Klaus","first_name":"Klaus","last_name":"Bovermann"},{"last_name":"Fleischer","first_name":"Yannik","full_name":"Fleischer, Yannik"},{"first_name":"Sven","last_name":"Hüsing","full_name":"Hüsing, Sven","id":"58465"},{"last_name":"Opitz","first_name":"Christian","full_name":"Opitz, Christian"}],"date_updated":"2022-01-06T06:57:40Z","page":"319","series_title":"LNI","_id":"27495","language":[{"iso":"ger"}],"publisher":"Gesellschaft für Informatik, Bonn","user_id":"21145","doi":"10.18420/infos2021\\_w283","volume":"P-313","editor":[{"full_name":"Humbert, Ludger","first_name":"Ludger","last_name":"Humbert"}],"publication":"19. GI-Fachtagung Informatik und Schule, INFOS 2021, Wuppertal, Germany, September 8-10, 2021","citation":{"ieee":"K. Bovermann, Y. Fleischer, S. Hüsing, and C. Opitz, “Künstliche Intelligenz und maschinelles Lernen im Informatikunterricht der Sek. I mit Jupyter Notebooks und Python am Beispiel von Entscheidungsbäumen und künstlichen neuronalen Netzen,” in <i>19. GI-Fachtagung Informatik und Schule, INFOS 2021, Wuppertal, Germany, September 8-10, 2021</i>, 2021, vol. P-313, p. 319, doi: <a href=\"https://doi.org/10.18420/infos2021\\_w283\">10.18420/infos2021\\_w283</a>.","mla":"Bovermann, Klaus, et al. “Künstliche Intelligenz und maschinelles Lernen im Informatikunterricht der Sek. I mit Jupyter Notebooks und Python am Beispiel von Entscheidungsbäumen und künstlichen neuronalen Netzen.” <i>19. GI-Fachtagung Informatik und Schule, INFOS 2021, Wuppertal, Germany, September 8-10, 2021</i>, edited by Ludger Humbert, vol. P-313, Gesellschaft für Informatik, Bonn, 2021, p. 319, doi:<a href=\"https://doi.org/10.18420/infos2021\\_w283\">10.18420/infos2021\\_w283</a>.","apa":"Bovermann, K., Fleischer, Y., Hüsing, S., &#38; Opitz, C. (2021). Künstliche Intelligenz und maschinelles Lernen im Informatikunterricht der Sek. I mit Jupyter Notebooks und Python am Beispiel von Entscheidungsbäumen und künstlichen neuronalen Netzen. In L. Humbert (Ed.), <i>19. GI-Fachtagung Informatik und Schule, INFOS 2021, Wuppertal, Germany, September 8-10, 2021: Vol. P-313</i> (p. 319). Gesellschaft für Informatik, Bonn. <a href=\"https://doi.org/10.18420/infos2021\\_w283\">https://doi.org/10.18420/infos2021\\_w283</a>","bibtex":"@inproceedings{Bovermann_Fleischer_Hüsing_Opitz_2021, series={LNI}, title={Künstliche Intelligenz und maschinelles Lernen im Informatikunterricht der Sek. I mit Jupyter Notebooks und Python am Beispiel von Entscheidungsbäumen und künstlichen neuronalen Netzen}, volume={P-313}, DOI={<a href=\"https://doi.org/10.18420/infos2021\\_w283\">10.18420/infos2021\\_w283</a>}, booktitle={19. GI-Fachtagung Informatik und Schule, INFOS 2021, Wuppertal, Germany, September 8-10, 2021}, publisher={Gesellschaft für Informatik, Bonn}, author={Bovermann, Klaus and Fleischer, Yannik and Hüsing, Sven and Opitz, Christian}, editor={Humbert, Ludger}, year={2021}, pages={319}, collection={LNI} }","ama":"Bovermann K, Fleischer Y, Hüsing S, Opitz C. Künstliche Intelligenz und maschinelles Lernen im Informatikunterricht der Sek. I mit Jupyter Notebooks und Python am Beispiel von Entscheidungsbäumen und künstlichen neuronalen Netzen. In: Humbert L, ed. <i>19. GI-Fachtagung Informatik und Schule, INFOS 2021, Wuppertal, Germany, September 8-10, 2021</i>. Vol P-313. LNI. Gesellschaft für Informatik, Bonn; 2021:319. doi:<a href=\"https://doi.org/10.18420/infos2021\\_w283\">10.18420/infos2021\\_w283</a>","short":"K. Bovermann, Y. Fleischer, S. Hüsing, C. Opitz, in: L. Humbert (Ed.), 19. GI-Fachtagung Informatik und Schule, INFOS 2021, Wuppertal, Germany, September 8-10, 2021, Gesellschaft für Informatik, Bonn, 2021, p. 319.","chicago":"Bovermann, Klaus, Yannik Fleischer, Sven Hüsing, and Christian Opitz. “Künstliche Intelligenz und maschinelles Lernen im Informatikunterricht der Sek. I mit Jupyter Notebooks und Python am Beispiel von Entscheidungsbäumen und künstlichen neuronalen Netzen.” In <i>19. GI-Fachtagung Informatik und Schule, INFOS 2021, Wuppertal, Germany, September 8-10, 2021</i>, edited by Ludger Humbert, P-313:319. LNI. Gesellschaft für Informatik, Bonn, 2021. <a href=\"https://doi.org/10.18420/infos2021\\_w283\">https://doi.org/10.18420/infos2021\\_w283</a>."},"date_created":"2021-11-16T08:16:32Z","type":"conference","department":[{"_id":"67"}]},{"date_updated":"2022-01-06T06:57:40Z","status":"public","title":"Automating Network Resource Allocation for Coflows with Deadlines","year":"2021","author":[{"first_name":"Asif","last_name":"Hasnain","full_name":"Hasnain, Asif"}],"user_id":"15504","doi":"10.17619/UNIPB/1-1241 ","_id":"27503","language":[{"iso":"eng"}],"project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Project Area C","_id":"4"},{"_id":"16","name":"SFB 901 - Subproject C4"}],"citation":{"mla":"Hasnain, Asif. <i>Automating Network Resource Allocation for Coflows with Deadlines</i>. 2021, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-1241 \">10.17619/UNIPB/1-1241 </a>.","bibtex":"@book{Hasnain_2021, title={Automating Network Resource Allocation for Coflows with Deadlines}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-1241 \">10.17619/UNIPB/1-1241 </a>}, author={Hasnain, Asif}, year={2021} }","ama":"Hasnain A. <i>Automating Network Resource Allocation for Coflows with Deadlines</i>.; 2021. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-1241 \">10.17619/UNIPB/1-1241 </a>","ieee":"A. Hasnain, <i>Automating Network Resource Allocation for Coflows with Deadlines</i>. 2021.","apa":"Hasnain, A. (2021). <i>Automating Network Resource Allocation for Coflows with Deadlines</i>. <a href=\"https://doi.org/10.17619/UNIPB/1-1241 \">https://doi.org/10.17619/UNIPB/1-1241 </a>","chicago":"Hasnain, Asif. <i>Automating Network Resource Allocation for Coflows with Deadlines</i>, 2021. <a href=\"https://doi.org/10.17619/UNIPB/1-1241 \">https://doi.org/10.17619/UNIPB/1-1241 </a>.","short":"A. Hasnain, Automating Network Resource Allocation for Coflows with Deadlines, 2021."},"supervisor":[{"last_name":"Karl","first_name":"Holger","full_name":"Karl, Holger"}],"type":"dissertation","department":[{"_id":"75"}],"date_created":"2021-11-16T13:05:12Z"},{"author":[{"full_name":"Spath, Dieter","last_name":"Spath","first_name":"Dieter"},{"last_name":"Gausemeier","first_name":"Jürgen","full_name":"Gausemeier, Jürgen","id":"163"},{"full_name":"Dumitrescu, Roman","first_name":"Roman","last_name":"Dumitrescu","id":"16190"},{"last_name":"Winter","first_name":"Johannes","full_name":"Winter, Johannes"},{"first_name":"Steffen","last_name":"Steglich","full_name":"Steglich, Steffen"},{"full_name":"Drewel, Marvin","first_name":"Marvin","last_name":"Drewel"}],"year":"2021","status":"public","title":"Digitalisation of Society","date_updated":"2022-01-06T06:57:40Z","publication_status":"published","language":[{"iso":"eng"}],"_id":"27504","publisher":"Springer, Cham","page":"2-27","editor":[{"last_name":"Maier","first_name":"Anja","full_name":"Maier, Anja"},{"first_name":"Josef","last_name":"Oehmen","full_name":"Oehmen, Josef"},{"first_name":"Pieter E.","last_name":"Vermaas","full_name":"Vermaas, Pieter E."}],"user_id":"15782","citation":{"mla":"Spath, Dieter, et al. “Digitalisation of Society.” <i> Handbook of Engineering Systems Design</i>, edited by Anja Maier et al., Springer, Cham, 2021, pp. 2–27.","ama":"Spath D, Gausemeier J, Dumitrescu R, Winter J, Steglich S, Drewel M. Digitalisation of Society. In: Maier A, Oehmen J, Vermaas PE, eds. <i> Handbook of Engineering Systems Design</i>. Springer, Cham; 2021:2-27.","bibtex":"@inbook{Spath_Gausemeier_Dumitrescu_Winter_Steglich_Drewel_2021, title={Digitalisation of Society}, booktitle={ Handbook of Engineering Systems Design}, publisher={Springer, Cham}, author={Spath, Dieter and Gausemeier, Jürgen and Dumitrescu, Roman and Winter, Johannes and Steglich, Steffen and Drewel, Marvin}, editor={Maier, Anja and Oehmen, Josef and Vermaas, Pieter E.}, year={2021}, pages={2–27} }","apa":"Spath, D., Gausemeier, J., Dumitrescu, R., Winter, J., Steglich, S., &#38; Drewel, M. (2021). Digitalisation of Society. In A. Maier, J. Oehmen, &#38; P. E. Vermaas (Eds.), <i> Handbook of Engineering Systems Design</i> (pp. 2–27). Springer, Cham.","ieee":"D. Spath, J. Gausemeier, R. Dumitrescu, J. Winter, S. Steglich, and M. Drewel, “Digitalisation of Society,” in <i> Handbook of Engineering Systems Design</i>, A. Maier, J. Oehmen, and P. E. Vermaas, Eds. Springer, Cham, 2021, pp. 2–27.","chicago":"Spath, Dieter, Jürgen Gausemeier, Roman Dumitrescu, Johannes Winter, Steffen Steglich, and Marvin Drewel. “Digitalisation of Society.” In <i> Handbook of Engineering Systems Design</i>, edited by Anja Maier, Josef Oehmen, and Pieter E. Vermaas, 2–27. Springer, Cham, 2021.","short":"D. Spath, J. Gausemeier, R. Dumitrescu, J. Winter, S. Steglich, M. Drewel, in: A. Maier, J. Oehmen, P.E. Vermaas (Eds.),  Handbook of Engineering Systems Design, Springer, Cham, 2021, pp. 2–27."},"publication":" Handbook of Engineering Systems Design","date_created":"2021-11-16T14:09:25Z","department":[{"_id":"563"}],"type":"book_chapter"},{"title":"AutoML for Multi-Label Classification: Overview and Empirical Evaluation","year":"2021","status":"public","author":[{"id":"33176","full_name":"Wever, Marcel Dominik","first_name":"Marcel Dominik","last_name":"Wever","orcid":" https://orcid.org/0000-0001-9782-6818"},{"id":"38209","first_name":"Alexander","last_name":"Tornede","full_name":"Tornede, Alexander"},{"full_name":"Mohr, Felix","first_name":"Felix","last_name":"Mohr"},{"first_name":"Eyke","last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke","id":"48129"}],"publication_identifier":{"issn":["0162-8828","2160-9292","1939-3539"]},"publication_status":"published","date_updated":"2022-01-06T06:54:42Z","page":"1-1","_id":"21004","language":[{"iso":"eng"}],"user_id":"5786","doi":"10.1109/tpami.2021.3051276","publication":"IEEE Transactions on Pattern Analysis and Machine Intelligence","citation":{"bibtex":"@article{Wever_Tornede_Mohr_Hüllermeier_2021, title={AutoML for Multi-Label Classification: Overview and Empirical Evaluation}, DOI={<a href=\"https://doi.org/10.1109/tpami.2021.3051276\">10.1109/tpami.2021.3051276</a>}, journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, author={Wever, Marcel Dominik and Tornede, Alexander and Mohr, Felix and Hüllermeier, Eyke}, year={2021}, pages={1–1} }","chicago":"Wever, Marcel Dominik, Alexander Tornede, Felix Mohr, and Eyke Hüllermeier. “AutoML for Multi-Label Classification: Overview and Empirical Evaluation.” <i>IEEE Transactions on Pattern Analysis and Machine Intelligence</i>, 2021, 1–1. <a href=\"https://doi.org/10.1109/tpami.2021.3051276\">https://doi.org/10.1109/tpami.2021.3051276</a>.","short":"M.D. Wever, A. Tornede, F. Mohr, E. Hüllermeier, IEEE Transactions on Pattern Analysis and Machine Intelligence (2021) 1–1.","ama":"Wever MD, Tornede A, Mohr F, Hüllermeier E. AutoML for Multi-Label Classification: Overview and Empirical Evaluation. <i>IEEE Transactions on Pattern Analysis and Machine Intelligence</i>. Published online 2021:1-1. doi:<a href=\"https://doi.org/10.1109/tpami.2021.3051276\">10.1109/tpami.2021.3051276</a>","ieee":"M. D. Wever, A. Tornede, F. Mohr, and E. Hüllermeier, “AutoML for Multi-Label Classification: Overview and Empirical Evaluation,” <i>IEEE Transactions on Pattern Analysis and Machine Intelligence</i>, pp. 1–1, 2021, doi: <a href=\"https://doi.org/10.1109/tpami.2021.3051276\">10.1109/tpami.2021.3051276</a>.","apa":"Wever, M. D., Tornede, A., Mohr, F., &#38; Hüllermeier, E. (2021). AutoML for Multi-Label Classification: Overview and Empirical Evaluation. <i>IEEE Transactions on Pattern Analysis and Machine Intelligence</i>, 1–1. <a href=\"https://doi.org/10.1109/tpami.2021.3051276\">https://doi.org/10.1109/tpami.2021.3051276</a>","mla":"Wever, Marcel Dominik, et al. “AutoML for Multi-Label Classification: Overview and Empirical Evaluation.” <i>IEEE Transactions on Pattern Analysis and Machine Intelligence</i>, 2021, pp. 1–1, doi:<a href=\"https://doi.org/10.1109/tpami.2021.3051276\">10.1109/tpami.2021.3051276</a>."},"abstract":[{"lang":"eng","text":"Automated machine learning (AutoML) supports the algorithmic construction and data-specific customization of machine learning pipelines, including the selection, combination, and parametrization of machine learning algorithms as main constituents. Generally speaking, AutoML approaches comprise two major components: a search space model and an optimizer for traversing the space. Recent approaches have shown impressive results in the realm of supervised learning, most notably (single-label) classification (SLC). Moreover, first attempts at extending these approaches towards multi-label classification (MLC) have been made. While the space of candidate pipelines is already huge in SLC, the complexity of the search space is raised to an even higher power in MLC. One may wonder, therefore, whether and to what extent optimizers established for SLC can scale to this increased complexity, and how they compare to each other. This paper makes the following contributions: First, we survey existing approaches to AutoML for MLC. Second, we augment these approaches with optimizers not previously tried for MLC. Third, we propose a benchmarking framework that supports a fair and systematic comparison. Fourth, we conduct an extensive experimental study, evaluating the methods on a suite of MLC problems. We find a grammar-based best-first search to compare favorably to other optimizers."}],"project":[{"_id":"1","name":"SFB 901"},{"_id":"3","name":"SFB 901 - Project Area B"},{"_id":"10","name":"SFB 901 - Subproject B2"},{"name":"Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"}],"date_created":"2021-01-16T14:48:13Z","type":"journal_article","keyword":["Automated Machine Learning","Multi Label Classification","Hierarchical Planning","Bayesian Optimization"],"department":[{"_id":"34"},{"_id":"355"},{"_id":"26"}]},{"project":[{"_id":"16","name":"SFB 901 - Subproject C4"},{"name":"SFB 901 - Project Area C","_id":"4"},{"name":"SFB 901","_id":"1"}],"citation":{"chicago":"Hasnain, Asif, and Holger Karl. “Learning Coflow Admissions.” In <i>IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)</i>. IEEE Communications Society, n.d. <a href=\"https://doi.org/10.1109/INFOCOMWKSHPS51825.2021.9484599\">https://doi.org/10.1109/INFOCOMWKSHPS51825.2021.9484599</a>.","short":"A. Hasnain, H. Karl, in: IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), IEEE Communications Society, n.d.","apa":"Hasnain, A., &#38; Karl, H. (n.d.). Learning Coflow Admissions. In <i>IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)</i>. Vancouver BC Canada: IEEE Communications Society. <a href=\"https://doi.org/10.1109/INFOCOMWKSHPS51825.2021.9484599\">https://doi.org/10.1109/INFOCOMWKSHPS51825.2021.9484599</a>","ieee":"A. Hasnain and H. Karl, “Learning Coflow Admissions,” in <i>IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)</i>, Vancouver BC Canada.","ama":"Hasnain A, Karl H. Learning Coflow Admissions. In: <i>IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)</i>. IEEE Communications Society. doi:<a href=\"https://doi.org/10.1109/INFOCOMWKSHPS51825.2021.9484599\">10.1109/INFOCOMWKSHPS51825.2021.9484599</a>","bibtex":"@inproceedings{Hasnain_Karl, title={Learning Coflow Admissions}, DOI={<a href=\"https://doi.org/10.1109/INFOCOMWKSHPS51825.2021.9484599\">10.1109/INFOCOMWKSHPS51825.2021.9484599</a>}, booktitle={IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)}, publisher={IEEE Communications Society}, author={Hasnain, Asif and Karl, Holger} }","mla":"Hasnain, Asif, and Holger Karl. “Learning Coflow Admissions.” <i>IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)</i>, IEEE Communications Society, doi:<a href=\"https://doi.org/10.1109/INFOCOMWKSHPS51825.2021.9484599\">10.1109/INFOCOMWKSHPS51825.2021.9484599</a>."},"ddc":["000"],"user_id":"63288","_id":"21005","publisher":"IEEE Communications Society","status":"public","conference":{"end_date":"2021-05-13","location":"Vancouver BC Canada","name":"IEEE INFOCOM 2021 - IEEE Conference on Computer Communications","start_date":"2021-05-10"},"keyword":["Coflow scheduling","Reinforcement learning","Deadlines"],"type":"conference","department":[{"_id":"75"}],"date_created":"2021-01-16T18:24:19Z","abstract":[{"lang":"eng","text":"Data-parallel applications are developed using different data programming models, e.g., MapReduce, partition/aggregate. These models represent diverse resource requirements of application in a datacenter network, which can be represented by the coflow abstraction. The conventional method of creating hand-crafted coflow heuristics for admission or scheduling for different workloads is practically infeasible. In this paper, we propose a deep reinforcement learning (DRL)-based coflow admission scheme -- LCS -- that can learn an admission policy for a higher-level performance objective, i.e., maximize successful coflow admissions, without manual feature engineering.  LCS is trained on a production trace, which has online coflow arrivals. The evaluation results show that LCS is able to learn a reasonable admission policy that admits more coflows than state-of-the-art Varys heuristic while meeting their deadlines."}],"related_material":{"link":[{"url":"https://ieeexplore.ieee.org/document/9484599","relation":"confirmation"}]},"publication":"IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","doi":"10.1109/INFOCOMWKSHPS51825.2021.9484599","main_file_link":[{"url":"https://ieeexplore.ieee.org/document/9484599"}],"language":[{"iso":"eng"}],"date_updated":"2022-01-06T06:54:42Z","publication_status":"accepted","title":"Learning Coflow Admissions","year":"2021","author":[{"id":"63288","full_name":"Hasnain, Asif","first_name":"Asif","last_name":"Hasnain"},{"first_name":"Holger","last_name":"Karl","full_name":"Karl, Holger","id":"126"}]},{"author":[{"id":"50024","first_name":"Julian","last_name":"Werthmann","full_name":"Werthmann, Julian"}],"title":"Derandomization and Local Graph Problems in the Node-Capacitated Clique","status":"public","year":"2021","date_updated":"2022-01-06T06:54:44Z","language":[{"iso":"eng"}],"_id":"21084","user_id":"15504","citation":{"mla":"Werthmann, Julian. <i>Derandomization and Local Graph Problems in the Node-Capacitated Clique</i>. 2021.","bibtex":"@book{Werthmann_2021, title={Derandomization and Local Graph Problems in the Node-Capacitated Clique}, author={Werthmann, Julian}, year={2021} }","ama":"Werthmann J. <i>Derandomization and Local Graph Problems in the Node-Capacitated Clique</i>.; 2021.","ieee":"J. Werthmann, <i>Derandomization and Local Graph Problems in the Node-Capacitated Clique</i>. 2021.","apa":"Werthmann, J. (2021). <i>Derandomization and Local Graph Problems in the Node-Capacitated Clique</i>.","short":"J. Werthmann, Derandomization and Local Graph Problems in the Node-Capacitated Clique, 2021.","chicago":"Werthmann, Julian. <i>Derandomization and Local Graph Problems in the Node-Capacitated Clique</i>, 2021."},"supervisor":[{"id":"20792","last_name":"Scheideler","first_name":"Christian","full_name":"Scheideler, Christian"}],"project":[{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Project Area A","_id":"2"},{"_id":"5","name":"SFB 901 - Subproject A1"}],"date_created":"2021-01-26T13:58:14Z","department":[{"_id":"79"}],"type":"mastersthesis"}]