[{"citation":{"mla":"Nouri, Zahra, et al. “What Is Unclear? Computational Assessment of Task Clarity in Crowdsourcing.” <i>Proceedings of the 32nd ACM Conference on Hypertext and Social Media</i>, 2021, pp. 165–75.","bibtex":"@inproceedings{Nouri_Gadiraju_Engels_Wachsmuth_2021, title={What Is Unclear? Computational Assessment of Task Clarity in Crowdsourcing}, booktitle={Proceedings of the 32nd ACM Conference on Hypertext and Social Media}, author={Nouri, Zahra and Gadiraju, Ujwal and Engels, Gregor and Wachsmuth, Henning}, year={2021}, pages={165–175} }","ama":"Nouri Z, Gadiraju U, Engels G, Wachsmuth H. What Is Unclear? Computational Assessment of Task Clarity in Crowdsourcing. In: <i>Proceedings of the 32nd ACM Conference on Hypertext and Social Media</i>. ; 2021:165-175.","ieee":"Z. Nouri, U. Gadiraju, G. Engels, and H. Wachsmuth, “What Is Unclear? Computational Assessment of Task Clarity in Crowdsourcing,” in <i>Proceedings of the 32nd ACM Conference on Hypertext and Social Media</i>, 2021, pp. 165–175.","apa":"Nouri, Z., Gadiraju, U., Engels, G., &#38; Wachsmuth, H. (2021). What Is Unclear? Computational Assessment of Task Clarity in Crowdsourcing. <i>Proceedings of the 32nd ACM Conference on Hypertext and Social Media</i>, 165–175.","short":"Z. Nouri, U. Gadiraju, G. Engels, H. Wachsmuth, in: Proceedings of the 32nd ACM Conference on Hypertext and Social Media, 2021, pp. 165–175.","chicago":"Nouri, Zahra, Ujwal Gadiraju, Gregor Engels, and Henning Wachsmuth. “What Is Unclear? Computational Assessment of Task Clarity in Crowdsourcing.” In <i>Proceedings of the 32nd ACM Conference on Hypertext and Social Media</i>, 165–75, 2021."},"publication":"Proceedings of the 32nd ACM Conference on Hypertext and Social Media","oa":"1","department":[{"_id":"600"}],"type":"conference","date_created":"2021-09-02T20:05:52Z","date_updated":"2022-01-06T06:55:58Z","author":[{"last_name":"Nouri","first_name":"Zahra","full_name":"Nouri, Zahra","id":"35802"},{"full_name":"Gadiraju, Ujwal","first_name":"Ujwal","last_name":"Gadiraju"},{"id":"107","full_name":"Engels, Gregor","last_name":"Engels","first_name":"Gregor"},{"last_name":"Wachsmuth","first_name":"Henning","full_name":"Wachsmuth, Henning","id":"3900"}],"year":"2021","status":"public","title":"What Is Unclear? Computational Assessment of Task Clarity in Crowdsourcing","user_id":"82920","_id":"23708","language":[{"iso":"eng"}],"page":"165-175","main_file_link":[{"open_access":"1","url":"https://dl.acm.org/doi/pdf/10.1145/3465336.3475109"}]},{"publication":"Proceedings of the 17th International Symposium on Algorithms and Experiments for Wireless Sensor Networks (ALGOSENSORS)","date_created":"2021-09-03T09:01:25Z","type":"conference","department":[{"_id":"63"}],"title":"Gathering a Euclidean Closed Chain of Robots in Linear Time","year":"2021","author":[{"first_name":"Jannik","last_name":"Castenow","full_name":"Castenow, Jannik","id":"38705"},{"id":"47213","full_name":"Harbig, Jonas","first_name":"Jonas","last_name":"Harbig"},{"full_name":"Jung, Daniel","last_name":"Jung","first_name":"Daniel","id":"37827"},{"id":"39241","last_name":"Knollmann","orcid":"0000-0003-2014-4696","first_name":"Till","full_name":"Knollmann, Till"},{"id":"15523","full_name":"Meyer auf der Heide, Friedhelm","last_name":"Meyer auf der Heide","first_name":"Friedhelm"}],"publication_status":"published","date_updated":"2022-01-06T06:55:58Z","intvolume":"     12961","series_title":"LNCS","language":[{"iso":"eng"}],"doi":"10.1007/978-3-030-89240-1_3","citation":{"apa":"Castenow, J., Harbig, J., Jung, D., Knollmann, T., &#38; Meyer auf der Heide, F. (2021). Gathering a Euclidean Closed Chain of Robots in Linear Time. In L. Gasieniec, R. Klasing, &#38; T. Radzik (Eds.), <i>Proceedings of the 17th International Symposium on Algorithms and Experiments for Wireless Sensor Networks (ALGOSENSORS)</i> (Vol. 12961, pp. 29–44). Springer. <a href=\"https://doi.org/10.1007/978-3-030-89240-1_3\">https://doi.org/10.1007/978-3-030-89240-1_3</a>","ieee":"J. Castenow, J. Harbig, D. Jung, T. Knollmann, and F. Meyer auf der Heide, “Gathering a Euclidean Closed Chain of Robots in Linear Time,” in <i>Proceedings of the 17th International Symposium on Algorithms and Experiments for Wireless Sensor Networks (ALGOSENSORS)</i>, Lissabon, 2021, vol. 12961, pp. 29–44, doi: <a href=\"https://doi.org/10.1007/978-3-030-89240-1_3\">10.1007/978-3-030-89240-1_3</a>.","short":"J. Castenow, J. Harbig, D. Jung, T. Knollmann, F. Meyer auf der Heide, in: L. Gasieniec, R. Klasing, T. Radzik (Eds.), Proceedings of the 17th International Symposium on Algorithms and Experiments for Wireless Sensor Networks (ALGOSENSORS), Springer, 2021, pp. 29–44.","chicago":"Castenow, Jannik, Jonas Harbig, Daniel Jung, Till Knollmann, and Friedhelm Meyer auf der Heide. “Gathering a Euclidean Closed Chain of Robots in Linear Time.” In <i>Proceedings of the 17th International Symposium on Algorithms and Experiments for Wireless Sensor Networks (ALGOSENSORS)</i>, edited by Leszek Gasieniec, Ralf Klasing, and Tomasz Radzik, 12961:29–44. LNCS. Springer, 2021. <a href=\"https://doi.org/10.1007/978-3-030-89240-1_3\">https://doi.org/10.1007/978-3-030-89240-1_3</a>.","mla":"Castenow, Jannik, et al. “Gathering a Euclidean Closed Chain of Robots in Linear Time.” <i>Proceedings of the 17th International Symposium on Algorithms and Experiments for Wireless Sensor Networks (ALGOSENSORS)</i>, edited by Leszek Gasieniec et al., vol. 12961, Springer, 2021, pp. 29–44, doi:<a href=\"https://doi.org/10.1007/978-3-030-89240-1_3\">10.1007/978-3-030-89240-1_3</a>.","ama":"Castenow J, Harbig J, Jung D, Knollmann T, Meyer auf der Heide F. Gathering a Euclidean Closed Chain of Robots in Linear Time. In: Gasieniec L, Klasing R, Radzik T, eds. <i>Proceedings of the 17th International Symposium on Algorithms and Experiments for Wireless Sensor Networks (ALGOSENSORS)</i>. Vol 12961. LNCS. Springer; 2021:29-44. doi:<a href=\"https://doi.org/10.1007/978-3-030-89240-1_3\">10.1007/978-3-030-89240-1_3</a>","bibtex":"@inproceedings{Castenow_Harbig_Jung_Knollmann_Meyer auf der Heide_2021, series={LNCS}, title={Gathering a Euclidean Closed Chain of Robots in Linear Time}, volume={12961}, DOI={<a href=\"https://doi.org/10.1007/978-3-030-89240-1_3\">10.1007/978-3-030-89240-1_3</a>}, booktitle={Proceedings of the 17th International Symposium on Algorithms and Experiments for Wireless Sensor Networks (ALGOSENSORS)}, publisher={Springer}, author={Castenow, Jannik and Harbig, Jonas and Jung, Daniel and Knollmann, Till and Meyer auf der Heide, Friedhelm}, editor={Gasieniec, Leszek and Klasing, Ralf and Radzik, Tomasz}, year={2021}, pages={29–44}, collection={LNCS} }"},"project":[{"_id":"106","name":"Algorithmen für Schwarmrobotik: Verteiltes Rechnen trifft Dynamische Systeme"}],"external_id":{"arxiv":["2010.04424"]},"status":"public","conference":{"location":"Lissabon","start_date":"2021-09-09","name":"17th International Symposium on Algorithms and Experiments for Wireless Sensor Networks (ALGOSENSORS) 2021","end_date":"2021-09-10"},"page":"29 - 44","_id":"23730","publisher":"Springer","user_id":"38705","volume":12961,"editor":[{"full_name":"Gasieniec, Leszek","last_name":"Gasieniec","first_name":"Leszek"},{"last_name":"Klasing","first_name":"Ralf","full_name":"Klasing, Ralf"},{"full_name":"Radzik, Tomasz","last_name":"Radzik","first_name":"Tomasz"}]},{"main_file_link":[{"url":"https://www.hsu-hh.de/imb/wp-content/uploads/sites/677/2021/08/A-Meta-Review-on-Artificial-Intelligence-in-Product-Creation.pdf"}],"_id":"23779","language":[{"iso":"eng"}],"user_id":"15415","title":"A Meta-Review on Artiﬁcial Intelligence in Product Creation","status":"public","year":"2021","author":[{"last_name":"Bernijazov","first_name":"Ruslan","full_name":"Bernijazov, Ruslan"},{"full_name":"Dicks, Alexander","last_name":"Dicks","first_name":"Alexander"},{"id":"16190","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman"},{"last_name":"Foullois","first_name":"Marc","full_name":"Foullois, Marc"},{"full_name":"Hanselle, Jonas Manuel","first_name":"Jonas Manuel","orcid":"0000-0002-1231-4985","last_name":"Hanselle","id":"43980"},{"full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier","first_name":"Eyke","id":"48129"},{"full_name":"Karakaya, Gökce","last_name":"Karakaya","first_name":"Gökce"},{"id":"45402","first_name":"Patrick","last_name":"Ködding","full_name":"Ködding, Patrick"},{"full_name":"Lohweg, Volker","first_name":"Volker","last_name":"Lohweg"},{"full_name":"Malatyali, Manuel","first_name":"Manuel","last_name":"Malatyali","id":"41265"},{"full_name":"Meyer auf der Heide, Friedhelm","last_name":"Meyer auf der Heide","first_name":"Friedhelm","id":"15523"},{"full_name":"Panzner, Melina","last_name":"Panzner","first_name":"Melina"},{"full_name":"Soltenborn, Christian","last_name":"Soltenborn","first_name":"Christian","orcid":"0000-0002-0342-8227","id":"1737"}],"conference":{"location":"Montreal, Kanada","start_date":"2021-08-19","name":"30th International Joint Conference on Artificial Intelligence (IJCAI 2021) - Workshop \"AI and Product Design\"","end_date":"2021-08-26"},"publication_status":"epub_ahead","date_updated":"2022-01-06T06:55:59Z","date_created":"2021-09-06T08:23:45Z","type":"conference","keyword":["Artificial Intelligence Product Creation Literature Review"],"department":[{"_id":"63"},{"_id":"563"},{"_id":"355"},{"_id":"241"}],"publication":"Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)","citation":{"ieee":"R. Bernijazov <i>et al.</i>, “A Meta-Review on Artiﬁcial Intelligence in Product Creation,” presented at the 30th International Joint Conference on Artificial Intelligence (IJCAI 2021) - Workshop “AI and Product Design,” Montreal, Kanada, 2021.","apa":"Bernijazov, R., Dicks, A., Dumitrescu, R., Foullois, M., Hanselle, J. M., Hüllermeier, E., Karakaya, G., Ködding, P., Lohweg, V., Malatyali, M., Meyer auf der Heide, F., Panzner, M., &#38; Soltenborn, C. (2021). A Meta-Review on Artiﬁcial Intelligence in Product Creation. <i>Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)</i>. 30th International Joint Conference on Artificial Intelligence (IJCAI 2021) - Workshop “AI and Product Design,” Montreal, Kanada.","chicago":"Bernijazov, Ruslan, Alexander Dicks, Roman Dumitrescu, Marc Foullois, Jonas Manuel Hanselle, Eyke Hüllermeier, Gökce Karakaya, et al. “A Meta-Review on Artiﬁcial Intelligence in Product Creation.” In <i>Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)</i>, 2021.","short":"R. Bernijazov, A. Dicks, R. Dumitrescu, M. Foullois, J.M. Hanselle, E. Hüllermeier, G. Karakaya, P. Ködding, V. Lohweg, M. Malatyali, F. Meyer auf der Heide, M. Panzner, C. Soltenborn, in: Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21), 2021.","mla":"Bernijazov, Ruslan, et al. “A Meta-Review on Artiﬁcial Intelligence in Product Creation.” <i>Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)</i>, 2021.","bibtex":"@inproceedings{Bernijazov_Dicks_Dumitrescu_Foullois_Hanselle_Hüllermeier_Karakaya_Ködding_Lohweg_Malatyali_et al._2021, title={A Meta-Review on Artiﬁcial Intelligence in Product Creation}, booktitle={Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)}, author={Bernijazov, Ruslan and Dicks, Alexander and Dumitrescu, Roman and Foullois, Marc and Hanselle, Jonas Manuel and Hüllermeier, Eyke and Karakaya, Gökce and Ködding, Patrick and Lohweg, Volker and Malatyali, Manuel and et al.}, year={2021} }","ama":"Bernijazov R, Dicks A, Dumitrescu R, et al. A Meta-Review on Artiﬁcial Intelligence in Product Creation. In: <i>Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)</i>. ; 2021."},"abstract":[{"text":"Produktentstehung (PE) bezieht sich auf den Prozess der Planung und Entwicklung eines Produkts sowie der damit verbundenen Dienstleistungen von der ersten Idee bis zur Herstellung und zum Vertrieb. Während dieses Prozesses gibt es zahlreiche Aufgaben, die von menschlichem Fachwissen abhängen und typischerweise von erfahrenen Experten übernommen werden. Da sich das Feld der Künstlichen Intelligenz (KI) immer weiterentwickelt und seinen Weg in den Fertigungssektor findet, gibt es viele Möglichkeiten für eine Anwendung von KI, um bei der Lösung der oben genannten Aufgaben zu helfen. In diesem Paper geben wir einen umfassenden Überblick über den aktuellen Stand der Technik des Einsatzes von KI in der PE. \r\nIm Detail analysieren wir 40 bestehende Surveys zu KI in der PE und 94 Case Studies, um herauszufinden, welche Bereiche der PE von der aktuellen Forschung in diesem Bereich vorrangig adressiert werden, wie ausgereift die diskutierten KI-Methoden sind und inwieweit datenzentrierte Ansätze in der aktuellen Forschung genutzt werden.","lang":"ger"},{"text":"Product Creation (PC) refers to the process of planning and developing a product as well as related services from the initial idea until manufacturing and distribution. Throughout this process, there are numerous tasks that depend on human expertise and are typically undertaken by experienced practitioners. As the field of Artificial Intelligence (AI) continues to evolve and finds its way into the manufacturing sector, there exist many possibilities for an application of AI in order to assist in solving aforementioned tasks. In this work, we provide a comprehensive overview of the current state of the art of the use of AI in PC. \r\nIn detail, we analyze 40 existing surveys on AI in PC and 94 case studies in order to find out which areas of PC are primarily addressed by current research in this field, how mature the discussed AI methods are, and to which extent data-centric approaches are utilized in current research.","lang":"eng"}],"quality_controlled":"1"},{"publisher":"SCITEPRESS","_id":"20540","language":[{"iso":"eng"}],"page":"232-239","user_id":"8447","conference":{"location":"Vienna","name":"International Conference on Model-Driven Engineering and Software Development "},"author":[{"full_name":"Jovanovikj, Ivan","orcid":"https://orcid.org/0000-0002-1838-794X","last_name":"Jovanovikj","first_name":"Ivan","id":"39187"},{"full_name":"Thottam, Anu Tony","first_name":"Anu Tony","last_name":"Thottam"},{"full_name":"Joseph Vincent, Vishal","first_name":"Vishal","last_name":"Joseph Vincent"},{"full_name":"Yigitbas, Enes","orcid":"0000-0002-5967-833X","first_name":"Enes","last_name":"Yigitbas","id":"8447"},{"id":"447","full_name":"Sauer, Stefan","first_name":"Stefan","last_name":"Sauer"},{"first_name":"Gregor","last_name":"Engels","full_name":"Engels, Gregor","id":"107"}],"status":"public","title":"A Modeling Workbench for the Development of Situation-specific Test Co-Migration Methods ","year":"2021","date_updated":"2022-01-06T06:54:29Z","date_created":"2020-11-27T16:14:05Z","department":[{"_id":"66"},{"_id":"534"}],"type":"conference","citation":{"mla":"Jovanovikj, Ivan, et al. “A Modeling Workbench for the Development of Situation-Specific Test Co-Migration Methods .” <i>Proceedings of the 9th International Conference on Model-Driven Engineering and Software Development </i>, SCITEPRESS, 2021, pp. 232–39.","ama":"Jovanovikj I, Thottam AT, Joseph Vincent V, Yigitbas E, Sauer S, Engels G. A Modeling Workbench for the Development of Situation-specific Test Co-Migration Methods . In: <i>Proceedings of the 9th International Conference on Model-Driven Engineering and Software Development </i>. SCITEPRESS; 2021:232-239.","bibtex":"@inproceedings{Jovanovikj_Thottam_Joseph Vincent_Yigitbas_Sauer_Engels_2021, title={A Modeling Workbench for the Development of Situation-specific Test Co-Migration Methods }, booktitle={Proceedings of the 9th International Conference on Model-Driven Engineering and Software Development }, publisher={SCITEPRESS}, author={Jovanovikj, Ivan and Thottam, Anu Tony and Joseph Vincent, Vishal and Yigitbas, Enes and Sauer, Stefan and Engels, Gregor}, year={2021}, pages={232–239} }","apa":"Jovanovikj, I., Thottam, A. T., Joseph Vincent, V., Yigitbas, E., Sauer, S., &#38; Engels, G. (2021). A Modeling Workbench for the Development of Situation-specific Test Co-Migration Methods . In <i>Proceedings of the 9th International Conference on Model-Driven Engineering and Software Development </i> (pp. 232–239). Vienna: SCITEPRESS.","ieee":"I. Jovanovikj, A. T. Thottam, V. Joseph Vincent, E. Yigitbas, S. Sauer, and G. Engels, “A Modeling Workbench for the Development of Situation-specific Test Co-Migration Methods ,” in <i>Proceedings of the 9th International Conference on Model-Driven Engineering and Software Development </i>, Vienna, 2021, pp. 232–239.","chicago":"Jovanovikj, Ivan, Anu Tony Thottam, Vishal Joseph Vincent, Enes Yigitbas, Stefan Sauer, and Gregor Engels. “A Modeling Workbench for the Development of Situation-Specific Test Co-Migration Methods .” In <i>Proceedings of the 9th International Conference on Model-Driven Engineering and Software Development </i>, 232–39. SCITEPRESS, 2021.","short":"I. Jovanovikj, A.T. Thottam, V. Joseph Vincent, E. Yigitbas, S. Sauer, G. Engels, in: Proceedings of the 9th International Conference on Model-Driven Engineering and Software Development , SCITEPRESS, 2021, pp. 232–239."},"publication":"Proceedings of the 9th International Conference on Model-Driven Engineering and Software Development "},{"project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Project Area A","_id":"2"},{"name":"SFB 901 - Subproject A1","_id":"5"}],"publication":"Theory of Computing Systems","citation":{"mla":"Feldkord, Björn, et al. “Managing Multiple Mobile Resources.” <i>Theory of Computing Systems</i>, vol. 65, 2021, pp. 943–984, doi:<a href=\"https://doi.org/10.1007/s00224-020-10023-8\">10.1007/s00224-020-10023-8</a>.","bibtex":"@article{Feldkord_Knollmann_Malatyali_Meyer auf der Heide_2021, title={Managing Multiple Mobile Resources}, volume={65}, DOI={<a href=\"https://doi.org/10.1007/s00224-020-10023-8\">10.1007/s00224-020-10023-8</a>}, journal={Theory of Computing Systems}, author={Feldkord, Björn and Knollmann, Till and Malatyali, Manuel and Meyer auf der Heide, Friedhelm}, year={2021}, pages={943–984} }","ama":"Feldkord B, Knollmann T, Malatyali M, Meyer auf der Heide F. Managing Multiple Mobile Resources. <i>Theory of Computing Systems</i>. 2021;65:943–984. doi:<a href=\"https://doi.org/10.1007/s00224-020-10023-8\">10.1007/s00224-020-10023-8</a>","ieee":"B. Feldkord, T. Knollmann, M. Malatyali, and F. Meyer auf der Heide, “Managing Multiple Mobile Resources,” <i>Theory of Computing Systems</i>, vol. 65, pp. 943–984, 2021, doi: <a href=\"https://doi.org/10.1007/s00224-020-10023-8\">10.1007/s00224-020-10023-8</a>.","apa":"Feldkord, B., Knollmann, T., Malatyali, M., &#38; Meyer auf der Heide, F. (2021). Managing Multiple Mobile Resources. <i>Theory of Computing Systems</i>, <i>65</i>, 943–984. <a href=\"https://doi.org/10.1007/s00224-020-10023-8\">https://doi.org/10.1007/s00224-020-10023-8</a>","short":"B. Feldkord, T. Knollmann, M. Malatyali, F. Meyer auf der Heide, Theory of Computing Systems 65 (2021) 943–984.","chicago":"Feldkord, Björn, Till Knollmann, Manuel Malatyali, and Friedhelm Meyer auf der Heide. “Managing Multiple Mobile Resources.” <i>Theory of Computing Systems</i> 65 (2021): 943–984. <a href=\"https://doi.org/10.1007/s00224-020-10023-8\">https://doi.org/10.1007/s00224-020-10023-8</a>."},"type":"journal_article","department":[{"_id":"63"}],"date_created":"2020-12-08T08:40:10Z","date_updated":"2022-01-06T06:54:31Z","publication_status":"published","intvolume":"        65","year":"2021","title":"Managing Multiple Mobile Resources","status":"public","author":[{"id":"22704","full_name":"Feldkord, Björn","first_name":"Björn","last_name":"Feldkord"},{"full_name":"Knollmann, Till","last_name":"Knollmann","first_name":"Till","orcid":"0000-0003-2014-4696","id":"39241"},{"last_name":"Malatyali","first_name":"Manuel","full_name":"Malatyali, Manuel","id":"41265"},{"id":"15523","full_name":"Meyer auf der Heide, Friedhelm","first_name":"Friedhelm","last_name":"Meyer auf der Heide"}],"doi":"10.1007/s00224-020-10023-8","user_id":"15415","volume":65,"page":"943–984","_id":"20683","language":[{"iso":"eng"}]},{"abstract":[{"lang":"eng","text":"In practical, large-scale networks, services are requested\r\nby users across the globe, e.g., for video streaming.\r\nServices consist of multiple interconnected components such as\r\nmicroservices in a service mesh. Coordinating these services\r\nrequires scaling them according to continuously changing user\r\ndemand, deploying instances at the edge close to their users,\r\nand routing traffic efficiently between users and connected instances.\r\nNetwork and service coordination is commonly addressed\r\nthrough centralized approaches, where a single coordinator\r\nknows everything and coordinates the entire network globally.\r\nWhile such centralized approaches can reach global optima, they\r\ndo not scale to large, realistic networks. In contrast, distributed\r\napproaches scale well, but sacrifice solution quality due to their\r\nlimited scope of knowledge and coordination decisions.\r\n\r\nTo this end, we propose a hierarchical coordination approach\r\nthat combines the good solution quality of centralized approaches\r\nwith the scalability of distributed approaches. In doing so, we divide\r\nthe network into multiple hierarchical domains and optimize\r\ncoordination in a top-down manner. We compare our hierarchical\r\nwith a centralized approach in an extensive evaluation on a real-world\r\nnetwork topology. Our results indicate that hierarchical\r\ncoordination can find close-to-optimal solutions in a fraction of\r\nthe runtime of centralized approaches."}],"publication":"IFIP/IEEE International Symposium on Integrated Network Management (IM)","type":"conference","keyword":["network management","service management","coordination","hierarchical","scalability","nfv"],"department":[{"_id":"75"}],"file":[{"creator":"stschn","date_created":"2020-12-11T08:37:37Z","date_updated":"2020-12-11T08:37:37Z","relation":"main_file","access_level":"open_access","file_size":7979772,"file_name":"preprint_with_header.pdf","title":"Divide and Conquer: Hierarchical Network and Service Coordination","content_type":"application/pdf","file_id":"20694"}],"date_created":"2020-12-11T08:39:47Z","date_updated":"2022-01-06T06:54:32Z","title":"Divide and Conquer: Hierarchical Network and Service Coordination","year":"2021","author":[{"full_name":"Schneider, Stefan Balthasar","last_name":"Schneider","first_name":"Stefan Balthasar","orcid":"0000-0001-8210-4011","id":"35343"},{"first_name":"Mirko","last_name":"Jürgens","full_name":"Jürgens, Mirko"},{"last_name":"Karl","first_name":"Holger","full_name":"Karl, Holger","id":"126"}],"language":[{"iso":"eng"}],"quality_controlled":"1","project":[{"_id":"1","name":"SFB 901"},{"_id":"4","name":"SFB 901 - Project Area C"},{"name":"SFB 901 - Subproject C4","_id":"16"}],"file_date_updated":"2020-12-11T08:37:37Z","citation":{"ama":"Schneider SB, Jürgens M, Karl H. Divide and Conquer: Hierarchical Network and Service Coordination. In: <i>IFIP/IEEE International Symposium on Integrated Network Management (IM)</i>. IFIP/IEEE; 2021.","bibtex":"@inproceedings{Schneider_Jürgens_Karl_2021, title={Divide and Conquer: Hierarchical Network and Service Coordination}, booktitle={IFIP/IEEE International Symposium on Integrated Network Management (IM)}, publisher={IFIP/IEEE}, author={Schneider, Stefan Balthasar and Jürgens, Mirko and Karl, Holger}, year={2021} }","mla":"Schneider, Stefan Balthasar, et al. “Divide and Conquer: Hierarchical Network and Service Coordination.” <i>IFIP/IEEE International Symposium on Integrated Network Management (IM)</i>, IFIP/IEEE, 2021.","short":"S.B. Schneider, M. Jürgens, H. Karl, in: IFIP/IEEE International Symposium on Integrated Network Management (IM), IFIP/IEEE, 2021.","chicago":"Schneider, Stefan Balthasar, Mirko Jürgens, and Holger Karl. “Divide and Conquer: Hierarchical Network and Service Coordination.” In <i>IFIP/IEEE International Symposium on Integrated Network Management (IM)</i>. IFIP/IEEE, 2021.","apa":"Schneider, S. B., Jürgens, M., &#38; Karl, H. (2021). Divide and Conquer: Hierarchical Network and Service Coordination. In <i>IFIP/IEEE International Symposium on Integrated Network Management (IM)</i>. Bordeaux, France: IFIP/IEEE.","ieee":"S. B. Schneider, M. Jürgens, and H. Karl, “Divide and Conquer: Hierarchical Network and Service Coordination,” in <i>IFIP/IEEE International Symposium on Integrated Network Management (IM)</i>, Bordeaux, France, 2021."},"oa":"1","has_accepted_license":"1","status":"public","conference":{"location":"Bordeaux, France","name":"IFIP/IEEE International Symposium on Integrated Network Management (IM)"},"user_id":"35343","ddc":["006"],"publisher":"IFIP/IEEE","_id":"20693"},{"citation":{"ama":"Bienkowski M, Feldkord B, Schmidt P. A Nearly Optimal Deterministic Online Algorithm for Non-Metric Facility Location. In: <i>Proceedings of the 38th Symposium on Theoretical Aspects of Computer Science (STACS)</i>. ; 2021:14:1-14:17. doi:<a href=\"https://doi.org/10.4230/LIPIcs.STACS.2021.14\">10.4230/LIPIcs.STACS.2021.14</a>","bibtex":"@inproceedings{Bienkowski_Feldkord_Schmidt_2021, title={A Nearly Optimal Deterministic Online Algorithm for Non-Metric Facility Location}, DOI={<a href=\"https://doi.org/10.4230/LIPIcs.STACS.2021.14\">10.4230/LIPIcs.STACS.2021.14</a>}, booktitle={Proceedings of the 38th Symposium on Theoretical Aspects of Computer Science (STACS)}, author={Bienkowski, Marcin and Feldkord, Björn and Schmidt, Pawel}, year={2021}, pages={14:1-14:17} }","mla":"Bienkowski, Marcin, et al. “A Nearly Optimal Deterministic Online Algorithm for Non-Metric Facility Location.” <i>Proceedings of the 38th Symposium on Theoretical Aspects of Computer Science (STACS)</i>, 2021, pp. 14:1-14:17, doi:<a href=\"https://doi.org/10.4230/LIPIcs.STACS.2021.14\">10.4230/LIPIcs.STACS.2021.14</a>.","short":"M. Bienkowski, B. Feldkord, P. Schmidt, in: Proceedings of the 38th Symposium on Theoretical Aspects of Computer Science (STACS), 2021, pp. 14:1-14:17.","chicago":"Bienkowski, Marcin, Björn Feldkord, and Pawel Schmidt. “A Nearly Optimal Deterministic Online Algorithm for Non-Metric Facility Location.” In <i>Proceedings of the 38th Symposium on Theoretical Aspects of Computer Science (STACS)</i>, 14:1-14:17, 2021. <a href=\"https://doi.org/10.4230/LIPIcs.STACS.2021.14\">https://doi.org/10.4230/LIPIcs.STACS.2021.14</a>.","apa":"Bienkowski, M., Feldkord, B., &#38; Schmidt, P. (2021). A Nearly Optimal Deterministic Online Algorithm for Non-Metric Facility Location. In <i>Proceedings of the 38th Symposium on Theoretical Aspects of Computer Science (STACS)</i> (pp. 14:1-14:17). <a href=\"https://doi.org/10.4230/LIPIcs.STACS.2021.14\">https://doi.org/10.4230/LIPIcs.STACS.2021.14</a>","ieee":"M. Bienkowski, B. Feldkord, and P. Schmidt, “A Nearly Optimal Deterministic Online Algorithm for Non-Metric Facility Location,” in <i>Proceedings of the 38th Symposium on Theoretical Aspects of Computer Science (STACS)</i>, 2021, pp. 14:1-14:17."},"publication":"Proceedings of the 38th Symposium on Theoretical Aspects of Computer Science (STACS)","project":[{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Project Area A","_id":"2"},{"_id":"5","name":"SFB 901 - Subproject A1"}],"date_created":"2020-12-21T13:46:16Z","department":[{"_id":"63"}],"type":"conference","author":[{"first_name":"Marcin","last_name":"Bienkowski","full_name":"Bienkowski, Marcin"},{"full_name":"Feldkord, Björn","last_name":"Feldkord","first_name":"Björn","id":"22704"},{"full_name":"Schmidt, Pawel","last_name":"Schmidt","first_name":"Pawel"}],"title":"A Nearly Optimal Deterministic Online Algorithm for Non-Metric Facility Location","status":"public","year":"2021","date_updated":"2022-01-06T06:54:40Z","publication_status":"published","language":[{"iso":"eng"}],"_id":"20817","page":"14:1 - 14:17","doi":"10.4230/LIPIcs.STACS.2021.14","user_id":"22704"},{"date_created":"2021-01-07T15:32:45Z","type":"conference","department":[{"_id":"66"},{"_id":"534"},{"_id":"624"},{"_id":"219"},{"_id":"27"}],"publication":"Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision","citation":{"chicago":"Nickchen, Tobias, Stefan Heindorf, and Gregor Engels. “Generating Physically Sound Training Data for Image Recognition of Additively Manufactured Parts.” In <i>Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision</i>, 1994–2002, 2021.","ama":"Nickchen T, Heindorf S, Engels G. Generating Physically Sound Training Data for Image Recognition of Additively Manufactured Parts. In: <i>Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision</i>. ; 2021:1994-2002.","short":"T. Nickchen, S. Heindorf, G. Engels, in: Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2021, pp. 1994–2002.","bibtex":"@inproceedings{Nickchen_Heindorf_Engels_2021, title={Generating Physically Sound Training Data for Image Recognition of Additively Manufactured Parts}, booktitle={Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision}, author={Nickchen, Tobias and Heindorf, Stefan and Engels, Gregor}, year={2021}, pages={1994–2002} }","mla":"Nickchen, Tobias, et al. “Generating Physically Sound Training Data for Image Recognition of Additively Manufactured Parts.” <i>Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision</i>, 2021, pp. 1994–2002.","apa":"Nickchen, T., Heindorf, S., &#38; Engels, G. (2021). Generating Physically Sound Training Data for Image Recognition of Additively Manufactured Parts. In <i>Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision</i> (pp. 1994–2002). Hawaii.","ieee":"T. Nickchen, S. Heindorf, and G. Engels, “Generating Physically Sound Training Data for Image Recognition of Additively Manufactured Parts,” in <i>Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision</i>, Hawaii, 2021, pp. 1994–2002."},"page":"1994-2002","_id":"20886","language":[{"iso":"eng"}],"user_id":"27340","status":"public","year":"2021","title":"Generating Physically Sound Training Data for Image Recognition of Additively Manufactured Parts","author":[{"full_name":"Nickchen, Tobias","last_name":"Nickchen","first_name":"Tobias"},{"full_name":"Heindorf, Stefan","last_name":"Heindorf","first_name":"Stefan"},{"first_name":"Gregor","last_name":"Engels","full_name":"Engels, Gregor"}],"conference":{"end_date":"2021-09-01","name":"IEEE/CVF Winter Conference on Applications of Computer Vision","start_date":"2021-05-01","location":"Hawaii"},"publication_status":"published","date_updated":"2022-01-06T06:54:41Z"},{"language":[{"iso":"eng"}],"_id":"22155","publisher":"CEUR","ddc":["000"],"user_id":"47208","author":[{"first_name":"Sebastian","last_name":"Gottschalk","full_name":"Gottschalk, Sebastian","id":"47208"}],"year":"2021","title":"Situation-specific Development of Business Models for Services in Software Ecosystems","status":"public","has_accepted_license":"1","date_updated":"2022-01-06T06:55:28Z","date_created":"2021-05-11T12:46:07Z","file":[{"file_name":"CAISEDC21.pdf","file_size":278027,"access_level":"open_access","relation":"main_file","date_updated":"2021-07-20T16:16:05Z","file_id":"22767","content_type":"application/pdf","creator":"sego","date_created":"2021-07-20T16:16:05Z"}],"oa":"1","department":[{"_id":"66"},{"_id":"534"}],"type":"conference","citation":{"chicago":"Gottschalk, Sebastian. “Situation-Specific Development of Business Models for Services in Software Ecosystems.” In <i>Advanced Software Engineering. Doctorial Consortium</i>. CEUR, 2021.","ama":"Gottschalk S. Situation-specific Development of Business Models for Services in Software Ecosystems. In: <i>Advanced Software Engineering. Doctorial Consortium</i>. CEUR; 2021.","short":"S. Gottschalk, in: Advanced Software Engineering. Doctorial Consortium, CEUR, 2021.","bibtex":"@inproceedings{Gottschalk_2021, title={Situation-specific Development of Business Models for Services in Software Ecosystems}, booktitle={Advanced Software Engineering. Doctorial Consortium}, publisher={CEUR}, author={Gottschalk, Sebastian}, year={2021} }","apa":"Gottschalk, S. (2021). Situation-specific Development of Business Models for Services in Software Ecosystems. In <i>Advanced Software Engineering. Doctorial Consortium</i>. CEUR.","mla":"Gottschalk, Sebastian. “Situation-Specific Development of Business Models for Services in Software Ecosystems.” <i>Advanced Software Engineering. Doctorial Consortium</i>, CEUR, 2021.","ieee":"S. Gottschalk, “Situation-specific Development of Business Models for Services in Software Ecosystems,” in <i>Advanced Software Engineering. Doctorial Consortium</i>, 2021."},"publication":"Advanced Software Engineering. Doctorial Consortium","file_date_updated":"2021-07-20T16:16:05Z","project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Project Area C","_id":"4"},{"_id":"17","name":"SFB 901 - Subproject C5"}]},{"citation":{"mla":"Spliethöver, Maximilian, and Henning Wachsmuth. “Bias Silhouette Analysis: Towards Assessing the Quality of Bias Metrics for Word Embedding Models.” <i>Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21</i>, 2021, pp. 552–59, doi:<a href=\"https://doi.org/10.24963/ijcai.2021/77\">10.24963/ijcai.2021/77</a>.","ama":"Spliethöver M, Wachsmuth H. Bias Silhouette Analysis: Towards Assessing the Quality of Bias Metrics for Word Embedding Models. In: <i>Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21</i>. ; 2021:552-559. doi:<a href=\"https://doi.org/10.24963/ijcai.2021/77\">10.24963/ijcai.2021/77</a>","bibtex":"@inproceedings{Spliethöver_Wachsmuth_2021, title={Bias Silhouette Analysis: Towards Assessing the Quality of Bias Metrics for Word Embedding Models}, DOI={<a href=\"https://doi.org/10.24963/ijcai.2021/77\">10.24963/ijcai.2021/77</a>}, booktitle={Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21}, author={Spliethöver, Maximilian and Wachsmuth, Henning}, year={2021}, pages={552–559} }","apa":"Spliethöver, M., &#38; Wachsmuth, H. (2021). Bias Silhouette Analysis: Towards Assessing the Quality of Bias Metrics for Word Embedding Models. <i>Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21</i>, 552–559. <a href=\"https://doi.org/10.24963/ijcai.2021/77\">https://doi.org/10.24963/ijcai.2021/77</a>","ieee":"M. Spliethöver and H. Wachsmuth, “Bias Silhouette Analysis: Towards Assessing the Quality of Bias Metrics for Word Embedding Models,” in <i>Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21</i>, Online, 2021, pp. 552–559, doi: <a href=\"https://doi.org/10.24963/ijcai.2021/77\">10.24963/ijcai.2021/77</a>.","chicago":"Spliethöver, Maximilian, and Henning Wachsmuth. “Bias Silhouette Analysis: Towards Assessing the Quality of Bias Metrics for Word Embedding Models.” In <i>Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21</i>, 552–59, 2021. <a href=\"https://doi.org/10.24963/ijcai.2021/77\">https://doi.org/10.24963/ijcai.2021/77</a>.","short":"M. Spliethöver, H. Wachsmuth, in: Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21, 2021, pp. 552–559."},"publication":"Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21","quality_controlled":"1","abstract":[{"text":"Word embedding models reflect bias towards genders, ethnicities, and other social groups present in the underlying training data. Metrics such as ECT, RNSB, and WEAT quantify bias in these models based on predefined word lists representing social groups and bias-conveying concepts. How suitable these lists actually are to reveal bias - let alone the bias metrics in general - remains unclear, though. In this paper, we study how to assess the quality of bias metrics for word embedding models. In particular, we present a generic method, Bias Silhouette Analysis (BSA), that quantifies the accuracy and robustness of such a metric and of the word lists used. Given a biased and an unbiased reference embedding model, BSA applies the metric systematically for several subsets of the lists to the models. The variance and rate of convergence of the bias values of each model then entail the robustness of the word lists, whereas the distance between the models' values gives indications of the general accuracy of the metric with the word lists. We demonstrate the behavior of BSA on two standard embedding models for the three mentioned metrics with several word lists from existing research.","lang":"eng"}],"date_created":"2021-05-11T23:13:26Z","department":[{"_id":"600"}],"oa":"1","type":"conference","author":[{"id":"84035","last_name":"Spliethöver","orcid":"0000-0003-4364-1409","first_name":"Maximilian","full_name":"Spliethöver, Maximilian"},{"full_name":"Wachsmuth, Henning","first_name":"Henning","last_name":"Wachsmuth","id":"3900"}],"conference":{"name":"30th International Joint Conference on Artificial Intelligence (IJCAI-21)","start_date":"2021-08-19","location":"Online","end_date":"2021-08-26"},"status":"public","title":"Bias Silhouette Analysis: Towards Assessing the Quality of Bias Metrics for Word Embedding Models","year":"2021","date_updated":"2022-01-06T06:55:28Z","_id":"22156","language":[{"iso":"eng"}],"page":"552-559","main_file_link":[{"url":"https://www.ijcai.org/proceedings/2021/77","open_access":"1"}],"user_id":"82920","doi":"10.24963/ijcai.2021/77"},{"main_file_link":[{"url":"https://aclanthology.org/2021.findings-acl.306.pdf","open_access":"1"}],"page":"3482-3493","_id":"22158","language":[{"iso":"eng"}],"user_id":"82920","status":"public","year":"2021","title":"Generating Informative Conclusions for Argumentative Texts","author":[{"first_name":"Shahbaz","last_name":"Syed","full_name":"Syed, Shahbaz"},{"full_name":"Al-Khatib, Khalid","first_name":"Khalid","last_name":"Al-Khatib"},{"id":"73059","first_name":"Milad","last_name":"Alshomary","full_name":"Alshomary, Milad"},{"first_name":"Henning","last_name":"Wachsmuth","full_name":"Wachsmuth, Henning","id":"3900"},{"first_name":"Martin","last_name":"Potthast","full_name":"Potthast, Martin"}],"date_updated":"2022-01-06T06:55:28Z","date_created":"2021-05-11T23:18:14Z","type":"conference","oa":"1","department":[{"_id":"600"}],"publication":"Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021): Findings","citation":{"bibtex":"@inproceedings{Syed_Al-Khatib_Alshomary_Wachsmuth_Potthast_2021, title={Generating Informative Conclusions for Argumentative Texts}, booktitle={Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021): Findings}, author={Syed, Shahbaz and Al-Khatib, Khalid and Alshomary, Milad and Wachsmuth, Henning and Potthast, Martin}, year={2021}, pages={3482–3493} }","ama":"Syed S, Al-Khatib K, Alshomary M, Wachsmuth H, Potthast M. Generating Informative Conclusions for Argumentative Texts. In: <i>Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021): Findings</i>. ; 2021:3482-3493.","mla":"Syed, Shahbaz, et al. “Generating Informative Conclusions for Argumentative Texts.” <i>Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021): Findings</i>, 2021, pp. 3482–93.","chicago":"Syed, Shahbaz, Khalid Al-Khatib, Milad Alshomary, Henning Wachsmuth, and Martin Potthast. “Generating Informative Conclusions for Argumentative Texts.” In <i>Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021): Findings</i>, 3482–93, 2021.","short":"S. Syed, K. Al-Khatib, M. Alshomary, H. Wachsmuth, M. Potthast, in: Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021): Findings, 2021, pp. 3482–3493.","ieee":"S. Syed, K. Al-Khatib, M. Alshomary, H. Wachsmuth, and M. Potthast, “Generating Informative Conclusions for Argumentative Texts,” in <i>Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021): Findings</i>, 2021, pp. 3482–3493.","apa":"Syed, S., Al-Khatib, K., Alshomary, M., Wachsmuth, H., &#38; Potthast, M. (2021). Generating Informative Conclusions for Argumentative Texts. <i>Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021): Findings</i>, 3482–3493."}},{"date_updated":"2022-01-06T06:55:28Z","author":[{"first_name":"Joe","last_name":"Barrow","full_name":"Barrow, Joe"},{"last_name":"Jain","first_name":"Rajiv","full_name":"Jain, Rajiv"},{"last_name":"Lipka","first_name":"Nedim","full_name":"Lipka, Nedim"},{"full_name":"Dernoncourt, Franck","first_name":"Franck","last_name":"Dernoncourt"},{"full_name":"Morariu, Vlad","first_name":"Vlad","last_name":"Morariu"},{"first_name":"Varun","last_name":"Manjunatha","full_name":"Manjunatha, Varun"},{"first_name":"Douglas","last_name":"Oard","full_name":"Oard, Douglas"},{"full_name":"Resnik, Philip","first_name":"Philip","last_name":"Resnik"},{"last_name":"Wachsmuth","first_name":"Henning","full_name":"Wachsmuth, Henning","id":"3900"}],"title":"Syntopical Graphs for Computational Argumentation Tasks","status":"public","year":"2021","user_id":"82920","_id":"22159","language":[{"iso":"eng"}],"page":"1583-1595","main_file_link":[{"url":"https://aclanthology.org/2021.acl-long.126.pdf","open_access":"1"}],"citation":{"chicago":"Barrow, Joe, Rajiv Jain, Nedim Lipka, Franck Dernoncourt, Vlad Morariu, Varun Manjunatha, Douglas Oard, Philip Resnik, and Henning Wachsmuth. “Syntopical Graphs for Computational Argumentation Tasks.” In <i>Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)</i>, 1583–95, 2021.","short":"J. Barrow, R. Jain, N. Lipka, F. Dernoncourt, V. Morariu, V. Manjunatha, D. Oard, P. Resnik, H. Wachsmuth, in: Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021), 2021, pp. 1583–1595.","ieee":"J. Barrow <i>et al.</i>, “Syntopical Graphs for Computational Argumentation Tasks,” in <i>Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)</i>, 2021, pp. 1583–1595.","apa":"Barrow, J., Jain, R., Lipka, N., Dernoncourt, F., Morariu, V., Manjunatha, V., Oard, D., Resnik, P., &#38; Wachsmuth, H. (2021). Syntopical Graphs for Computational Argumentation Tasks. <i>Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)</i>, 1583–1595.","bibtex":"@inproceedings{Barrow_Jain_Lipka_Dernoncourt_Morariu_Manjunatha_Oard_Resnik_Wachsmuth_2021, title={Syntopical Graphs for Computational Argumentation Tasks}, booktitle={Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)}, author={Barrow, Joe and Jain, Rajiv and Lipka, Nedim and Dernoncourt, Franck and Morariu, Vlad and Manjunatha, Varun and Oard, Douglas and Resnik, Philip and Wachsmuth, Henning}, year={2021}, pages={1583–1595} }","ama":"Barrow J, Jain R, Lipka N, et al. Syntopical Graphs for Computational Argumentation Tasks. In: <i>Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)</i>. ; 2021:1583-1595.","mla":"Barrow, Joe, et al. “Syntopical Graphs for Computational Argumentation Tasks.” <i>Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)</i>, 2021, pp. 1583–95."},"publication":"Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)","oa":"1","department":[{"_id":"600"}],"type":"conference","date_created":"2021-05-11T23:20:59Z"},{"publication":"Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)","citation":{"ieee":"K. Al-Khatib, L. Trautner, H. Wachsmuth, Y. Hou, and B. Stein, “Employing Argumentation Knowledge Graphs for Neural Argument Generation,” in <i>Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)</i>, 2021, pp. 4744–4754.","apa":"Al-Khatib, K., Trautner, L., Wachsmuth, H., Hou, Y., &#38; Stein, B. (2021). Employing Argumentation Knowledge Graphs for Neural Argument Generation. <i>Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)</i>, 4744–4754.","short":"K. Al-Khatib, L. Trautner, H. Wachsmuth, Y. Hou, B. Stein, in: Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021), 2021, pp. 4744–4754.","chicago":"Al-Khatib, Khalid, Lukas Trautner, Henning Wachsmuth, Yufang Hou, and Benno Stein. “Employing Argumentation Knowledge Graphs for Neural Argument Generation.” In <i>Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)</i>, 4744–54, 2021.","mla":"Al-Khatib, Khalid, et al. “Employing Argumentation Knowledge Graphs for Neural Argument Generation.” <i>Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)</i>, 2021, pp. 4744–54.","bibtex":"@inproceedings{Al-Khatib_Trautner_Wachsmuth_Hou_Stein_2021, title={Employing Argumentation Knowledge Graphs for Neural Argument Generation}, booktitle={Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)}, author={Al-Khatib, Khalid and Trautner, Lukas and Wachsmuth, Henning and Hou, Yufang and Stein, Benno}, year={2021}, pages={4744–4754} }","ama":"Al-Khatib K, Trautner L, Wachsmuth H, Hou Y, Stein B. Employing Argumentation Knowledge Graphs for Neural Argument Generation. 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Cham: Springer Nature, 2021. <a href=\"https://doi.org/10.1007/978-3-030-69380-0_12#DOI\">https://doi.org/10.1007/978-3-030-69380-0_12#DOI</a>."},"type":"book_chapter","department":[{"_id":"563"}],"date_created":"2021-06-09T13:07:05Z","place":"Cham"},{"publication":" Proceedings of the International Conference on Information and Computer Technologies","citation":{"mla":"Eckertz, Daniel, et al. “Digital Knowledge Base for Industrial Augmented Reality Systems Based on Semantic Technologies.” <i> Proceedings of the International Conference on Information and Computer Technologies</i>, 2021.","ama":"Eckertz D, Möller M, Anacker H, Dumitrescu R. Digital Knowledge Base for Industrial Augmented Reality Systems Based on Semantic Technologies. In: <i> Proceedings of the International Conference on Information and Computer Technologies</i>. ; 2021.","bibtex":"@inproceedings{Eckertz_Möller_Anacker_Dumitrescu_2021, title={Digital Knowledge Base for Industrial Augmented Reality Systems Based on Semantic Technologies}, booktitle={ Proceedings of the International Conference on Information and Computer Technologies}, author={Eckertz, Daniel and Möller, Marus and Anacker, Harald and Dumitrescu, Roman}, year={2021} }","apa":"Eckertz, D., Möller, M., Anacker, H., &#38; Dumitrescu, R. (2021). Digital Knowledge Base for Industrial Augmented Reality Systems Based on Semantic Technologies. In <i> Proceedings of the International Conference on Information and Computer Technologies</i>. Kahului, Hawaii, United States of America.","ieee":"D. Eckertz, M. Möller, H. Anacker, and R. Dumitrescu, “Digital Knowledge Base for Industrial Augmented Reality Systems Based on Semantic Technologies,” in <i> Proceedings of the International Conference on Information and Computer Technologies</i>, Kahului, Hawaii, United States of America, 2021.","chicago":"Eckertz, Daniel, Marus Möller, Harald Anacker, and Roman Dumitrescu. “Digital Knowledge Base for Industrial Augmented Reality Systems Based on Semantic Technologies.” In <i> Proceedings of the International Conference on Information and Computer Technologies</i>, 2021.","short":"D. Eckertz, M. Möller, H. Anacker, R. Dumitrescu, in:  Proceedings of the International Conference on Information and Computer Technologies, 2021."},"type":"conference_abstract","department":[{"_id":"563"}],"date_created":"2021-06-11T09:16:17Z","date_updated":"2022-01-06T06:55:31Z","title":"Digital Knowledge Base for Industrial Augmented Reality Systems Based on Semantic Technologies","status":"public","year":"2021","author":[{"first_name":"Daniel","last_name":"Eckertz","full_name":"Eckertz, Daniel"},{"first_name":"Marus","last_name":"Möller","full_name":"Möller, Marus"},{"full_name":"Anacker, Harald","first_name":"Harald","last_name":"Anacker"},{"full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman","id":"16190"}],"conference":{"end_date":"2021-03-14","location":"Kahului, Hawaii, United States of America","start_date":"2021-03-11","name":"4th International Conference on Information and Computer Technologies (ICICT 2021)"},"user_id":"15782","_id":"22307","language":[{"iso":"eng"}]},{"date_updated":"2022-01-06T06:55:31Z","title":"MCTS-Based Synthesis Towards Efficient Approximate Accelerators","year":"2021","status":"public","conference":{"location":"Tampa, Florida USA (Virtual)","name":"IEEE Computer Society Annual Symposium on VLSI","start_date":"2021-07-07","end_date":"2021-07-09"},"author":[{"last_name":"Awais","orcid":"https://orcid.org/0000-0003-4148-2969","first_name":"Muhammad","full_name":"Awais, Muhammad","id":"64665"},{"last_name":"Platzner","first_name":"Marco","full_name":"Platzner, Marco"}],"user_id":"64665","page":"384-389","_id":"22309","publisher":"IEEE","language":[{"iso":"eng"}],"abstract":[{"lang":"eng","text":"Approximate computing (AC) has acquired significant maturity in recent years as a promising approach to obtain energy and area-efficient hardware. Automated approximate accelerator synthesis involves a great deal of complexity on the size of design space which exponentially grows with the number of possible approximations. Design space exploration of approximate accelerator synthesis is usually targeted via heuristic-based search methods. The majority of existing frameworks prune a large part of the design space using a greedy-based approach to keep the problem tractable. Therefore, they result in inferior solutions since many potential solutions are neglected in the pruning process without the possibility of backtracking of removed approximate instances. In this paper, we address the aforementioned issue by adopting Monte Carlo Tree Search (MCTS), as an efficient stochastic learning-based search algorithm, in the context of automated synthesis of approximate accelerators. This enables the synthesis frameworks to deeply subsamples the design space of approximate accelerator synthesis toward most promising approximate instances based on the required performance goals, i.e., power consumption, area, or/and delay. We investigated the challenges of providing an efficient open-source framework that benefits analytical and search-based approximation techniques simultaneously to both speed up the synthesis runtime and improve the quality of obtained results. Besides, we studied the utilization of machine learning algorithms to improve the performance of several critical steps, i.e., accelerator quality testing, in the synthesis framework. The proposed framework can help the community to rapidly generate efficient approximate accelerators in a reasonable runtime."}],"publication":"Proceedings of IEEE Computer Society Annual Symposium on VLSI","citation":{"ama":"Awais M, Platzner M. MCTS-Based Synthesis Towards Efficient Approximate Accelerators. In: <i>Proceedings of IEEE Computer Society Annual Symposium on VLSI</i>. IEEE; 2021:384-389.","bibtex":"@inproceedings{Awais_Platzner_2021, title={MCTS-Based Synthesis Towards Efficient Approximate Accelerators}, booktitle={Proceedings of IEEE Computer Society Annual Symposium on VLSI}, publisher={IEEE}, author={Awais, Muhammad and Platzner, Marco}, year={2021}, pages={384–389} }","mla":"Awais, Muhammad, and Marco Platzner. “MCTS-Based Synthesis Towards Efficient Approximate Accelerators.” <i>Proceedings of IEEE Computer Society Annual Symposium on VLSI</i>, IEEE, 2021, pp. 384–89.","chicago":"Awais, Muhammad, and Marco Platzner. “MCTS-Based Synthesis Towards Efficient Approximate Accelerators.” In <i>Proceedings of IEEE Computer Society Annual Symposium on VLSI</i>, 384–89. IEEE, 2021.","short":"M. Awais, M. Platzner, in: Proceedings of IEEE Computer Society Annual Symposium on VLSI, IEEE, 2021, pp. 384–389.","apa":"Awais, M., &#38; Platzner, M. (2021). MCTS-Based Synthesis Towards Efficient Approximate Accelerators. <i>Proceedings of IEEE Computer Society Annual Symposium on VLSI</i>, 384–389.","ieee":"M. Awais and M. Platzner, “MCTS-Based Synthesis Towards Efficient Approximate Accelerators,” in <i>Proceedings of IEEE Computer Society Annual Symposium on VLSI</i>, Tampa, Florida USA (Virtual), 2021, pp. 384–389."},"keyword":["Approximate computing","Design space exploration","Accelerator synthesis"],"type":"conference","department":[{"_id":"78"}],"date_created":"2021-06-14T14:05:17Z"},{"department":[{"_id":"600"}],"type":"conference","date_created":"2021-06-15T13:51:36Z","citation":{"short":"J. Kiesel, D. Spina, H. Wachsmuth, B. Stein, in: Proceedings of the 2021 Conversational User Interfaces Conference, 2021, pp. 1–5.","chicago":"Kiesel, Johannes, Damiano Spina, Henning Wachsmuth, and Benno Stein. “The Meant, the Said, and the Understood: Conversational Argument Search and Cognitive Biases.” In <i>Proceedings of the 2021 Conversational User Interfaces Conference</i>, 1–5, 2021.","ieee":"J. Kiesel, D. Spina, H. Wachsmuth, and B. Stein, “The Meant, the Said, and the Understood: Conversational Argument Search and Cognitive Biases,” in <i>Proceedings of the 2021 Conversational User Interfaces Conference</i>, 2021, pp. 1–5.","apa":"Kiesel, J., Spina, D., Wachsmuth, H., &#38; Stein, B. (2021). The Meant, the Said, and the Understood: Conversational Argument Search and Cognitive Biases. <i>Proceedings of the 2021 Conversational User Interfaces Conference</i>, 1–5.","bibtex":"@inproceedings{Kiesel_Spina_Wachsmuth_Stein_2021, title={The Meant, the Said, and the Understood: Conversational Argument Search and Cognitive Biases}, booktitle={Proceedings of the 2021 Conversational User Interfaces Conference}, author={Kiesel, Johannes and Spina, Damiano and Wachsmuth, Henning and Stein, Benno}, year={2021}, pages={1–5} }","ama":"Kiesel J, Spina D, Wachsmuth H, Stein B. The Meant, the Said, and the Understood: Conversational Argument Search and Cognitive Biases. In: <i>Proceedings of the 2021 Conversational User Interfaces Conference</i>. ; 2021:1-5.","mla":"Kiesel, Johannes, et al. “The Meant, the Said, and the Understood: Conversational Argument Search and Cognitive Biases.” <i>Proceedings of the 2021 Conversational User Interfaces Conference</i>, 2021, pp. 1–5."},"publication":"Proceedings of the 2021 Conversational User Interfaces Conference","user_id":"82920","_id":"22448","language":[{"iso":"eng"}],"page":"1-5","main_file_link":[{"url":"https://dl.acm.org/doi/fullHtml/10.1145/3469595.3469615"}],"date_updated":"2022-01-06T06:55:33Z","author":[{"full_name":"Kiesel, Johannes","first_name":"Johannes","last_name":"Kiesel"},{"last_name":"Spina","first_name":"Damiano","full_name":"Spina, Damiano"},{"full_name":"Wachsmuth, Henning","first_name":"Henning","last_name":"Wachsmuth","id":"3900"},{"full_name":"Stein, Benno","last_name":"Stein","first_name":"Benno"}],"title":"The Meant, the Said, and the Understood: Conversational Argument Search and Cognitive Biases","status":"public","year":"2021"}]
