[{"abstract":[{"lang":"eng","text":"Recently, there has been a rising interest in sound recognition via Acoustic Sensor Networks to support applications such as ambient assisted living or environmental habitat monitoring. With state-of-the-art sound recognition being dominated by deep-learning-based approaches, there is a high demand for labeled training data. Despite the availability of large-scale  data sets such as Google's AudioSet, acquiring training data matching a certain application environment is still often a problem. In this paper we are concerned with human activity monitoring in a domestic environment using an ASN consisting of multiple nodes each providing multichannel signals. We propose a self-training based domain adaptation approach, which only requires unlabeled data from the target environment. Here, a sound recognition system trained on AudioSet, the teacher, generates pseudo labels for data from the target environment on which a student network is trained. The student can furthermore glean information about the spatial arrangement of sensors and sound sources to further improve classification performance. It is shown that  the student significantly improves recognition performance over the pre-trained teacher without relying on labeled data from the environment the system is deployed in."}],"publication":"Proceedings of the 29th European Signal Processing Conference (EUSIPCO)","type":"conference","department":[{"_id":"54"}],"file":[{"file_id":"29307","content_type":"application/pdf","relation":"main_file","date_updated":"2022-01-13T08:19:35Z","file_name":"conference_101719.pdf","file_size":213938,"access_level":"open_access","date_created":"2022-01-13T08:03:26Z","creator":"ebbers"}],"date_created":"2022-01-13T08:01:21Z","date_updated":"2023-11-22T08:28:50Z","title":"Adapting Sound Recognition to A New Environment Via Self-Training","year":"2021","author":[{"id":"34851","first_name":"Janek","last_name":"Ebbers","full_name":"Ebbers, Janek"},{"first_name":"Moritz Curt","last_name":"Keyser","full_name":"Keyser, Moritz Curt"},{"full_name":"Haeb-Umbach, Reinhold","first_name":"Reinhold","last_name":"Haeb-Umbach","id":"242"}],"language":[{"iso":"eng"}],"quality_controlled":"1","project":[{"name":"PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"}],"file_date_updated":"2022-01-13T08:19:35Z","citation":{"mla":"Ebbers, Janek, et al. “Adapting Sound Recognition to A New Environment Via Self-Training.” <i>Proceedings of the 29th European Signal Processing Conference (EUSIPCO)</i>, 2021, pp. 1135–1139.","ama":"Ebbers J, Keyser MC, Haeb-Umbach R. Adapting Sound Recognition to A New Environment Via Self-Training. In: <i>Proceedings of the 29th European Signal Processing Conference (EUSIPCO)</i>. ; 2021:1135–1139.","bibtex":"@inproceedings{Ebbers_Keyser_Haeb-Umbach_2021, title={Adapting Sound Recognition to A New Environment Via Self-Training}, booktitle={Proceedings of the 29th European Signal Processing Conference (EUSIPCO)}, author={Ebbers, Janek and Keyser, Moritz Curt and Haeb-Umbach, Reinhold}, year={2021}, pages={1135–1139} }","apa":"Ebbers, J., Keyser, M. C., &#38; Haeb-Umbach, R. (2021). Adapting Sound Recognition to A New Environment Via Self-Training. <i>Proceedings of the 29th European Signal Processing Conference (EUSIPCO)</i>, 1135–1139.","ieee":"J. Ebbers, M. C. Keyser, and R. Haeb-Umbach, “Adapting Sound Recognition to A New Environment Via Self-Training,” in <i>Proceedings of the 29th European Signal Processing Conference (EUSIPCO)</i>, 2021, pp. 1135–1139.","short":"J. Ebbers, M.C. Keyser, R. Haeb-Umbach, in: Proceedings of the 29th European Signal Processing Conference (EUSIPCO), 2021, pp. 1135–1139.","chicago":"Ebbers, Janek, Moritz Curt Keyser, and Reinhold Haeb-Umbach. “Adapting Sound Recognition to A New Environment Via Self-Training.” In <i>Proceedings of the 29th European Signal Processing Conference (EUSIPCO)</i>, 1135–1139, 2021."},"oa":"1","has_accepted_license":"1","status":"public","ddc":["000"],"user_id":"34851","page":"1135–1139","_id":"29306"},{"citation":{"mla":"Santos, Beatriz Sousa, et al. “Foreword to the Special Section on Computer Graphics Education in the Time of Covid.” <i>Graph. Vis. Comput.</i>, vol. 4, 2021, p. 200028, doi:<a href=\"https://doi.org/10.1016/j.gvc.2021.200028\">10.1016/j.gvc.2021.200028</a>.","ama":"Santos BS, Domik G, Anderson EF. Foreword to the special section on Computer Graphics education in the time of Covid. <i>Graph Vis Comput</i>. 2021;4:200028. doi:<a href=\"https://doi.org/10.1016/j.gvc.2021.200028\">10.1016/j.gvc.2021.200028</a>","bibtex":"@article{Santos_Domik_Anderson_2021, title={Foreword to the special section on Computer Graphics education in the time of Covid}, volume={4}, DOI={<a href=\"https://doi.org/10.1016/j.gvc.2021.200028\">10.1016/j.gvc.2021.200028</a>}, journal={Graph. Vis. Comput.}, author={Santos, Beatriz Sousa and Domik, Gitta and Anderson, Eike Falk}, year={2021}, pages={200028} }","apa":"Santos, B. S., Domik, G., &#38; Anderson, E. F. (2021). Foreword to the special section on Computer Graphics education in the time of Covid. <i>Graph. Vis. Comput.</i>, <i>4</i>, 200028. <a href=\"https://doi.org/10.1016/j.gvc.2021.200028\">https://doi.org/10.1016/j.gvc.2021.200028</a>","ieee":"B. S. Santos, G. Domik, and E. F. Anderson, “Foreword to the special section on Computer Graphics education in the time of Covid,” <i>Graph. Vis. Comput.</i>, vol. 4, p. 200028, 2021, doi: <a href=\"https://doi.org/10.1016/j.gvc.2021.200028\">10.1016/j.gvc.2021.200028</a>.","chicago":"Santos, Beatriz Sousa, Gitta Domik, and Eike Falk Anderson. “Foreword to the Special Section on Computer Graphics Education in the Time of Covid.” <i>Graph. Vis. Comput.</i> 4 (2021): 200028. <a href=\"https://doi.org/10.1016/j.gvc.2021.200028\">https://doi.org/10.1016/j.gvc.2021.200028</a>.","short":"B.S. Santos, G. Domik, E.F. Anderson, Graph. Vis. Comput. 4 (2021) 200028."},"publication":"Graph. Vis. Comput.","date_created":"2022-02-21T07:42:09Z","type":"journal_article","author":[{"last_name":"Santos","first_name":"Beatriz Sousa","full_name":"Santos, Beatriz Sousa"},{"last_name":"Domik","first_name":"Gitta","full_name":"Domik, Gitta"},{"last_name":"Anderson","first_name":"Eike Falk","full_name":"Anderson, Eike Falk"}],"year":"2021","title":"Foreword to the special section on Computer Graphics education in the time of Covid","status":"public","intvolume":"         4","date_updated":"2023-11-22T08:47:50Z","language":[{"iso":"eng"}],"_id":"29901","page":"200028","volume":4,"doi":"10.1016/j.gvc.2021.200028","user_id":"15458"},{"publisher":"Meiner Telegramm","_id":"49145","language":[{"iso":"ger"}],"main_file_link":[{"url":"https://meiner.de/media/attachment/file/m/e/meiner_telegramm_2021_04.pdf"}],"page":"7","user_id":"59882","author":[{"first_name":"Sebastian","last_name":"Luft","full_name":"Luft, Sebastian","id":"55271"}],"title":"»Wir hören Dich nicht, schalte bitte Dein Mikro an ! « Einige Gedanken zur digitalen Lehre in der Pandemie.","status":"public","year":"2021","publication_status":"published","date_updated":"2023-11-23T09:22:05Z","date_created":"2023-11-23T09:20:33Z","department":[{"_id":"813"}],"type":"misc","citation":{"bibtex":"@book{Luft_2021, title={»Wir hören Dich nicht, schalte bitte Dein Mikro an ! « Einige Gedanken zur digitalen Lehre in der Pandemie.}, publisher={Meiner Telegramm}, author={Luft, Sebastian}, year={2021} }","ama":"Luft S. <i>»Wir hören Dich nicht, schalte bitte Dein Mikro an ! « Einige Gedanken zur digitalen Lehre in der Pandemie.</i> Meiner Telegramm; 2021.","mla":"Luft, Sebastian. <i>»Wir hören Dich nicht, schalte bitte Dein Mikro an ! « Einige Gedanken zur digitalen Lehre in der Pandemie.</i> Meiner Telegramm, 2021.","short":"S. Luft, »Wir hören Dich nicht, schalte bitte Dein Mikro an ! « Einige Gedanken zur digitalen Lehre in der Pandemie., Meiner Telegramm, 2021.","chicago":"Luft, Sebastian. <i>»Wir hören Dich nicht, schalte bitte Dein Mikro an ! « Einige Gedanken zur digitalen Lehre in der Pandemie.</i> Meiner Telegramm, 2021.","ieee":"S. Luft, <i>»Wir hören Dich nicht, schalte bitte Dein Mikro an ! « Einige Gedanken zur digitalen Lehre in der Pandemie.</i> Meiner Telegramm, 2021.","apa":"Luft, S. (2021). <i>»Wir hören Dich nicht, schalte bitte Dein Mikro an ! « Einige Gedanken zur digitalen Lehre in der Pandemie.</i> Meiner Telegramm."},"extern":"1","abstract":[{"lang":"ger","text":"Auch in diesem Semester finden Veranstaltungen im Fach Philosophie an den meisten Universitäten vor allem online statt; die Pandemie-Lage lässt eine Öffnung der Unis für Präsenzveranstaltungen kaum zu. Die folgenden Überlegungen hat Sebastian Luft, Professor an der Marquette University in Milwaukee/WI, aus aktuellem Anlass verfasst. 2019 erschien sein Buch »Philosophie lehren« zur philosophischen Hochschuldidaktik. Der folgende Text bietet eine aktuelle Ergänzung zur dortigen Handreichung für die philosophische Lehre."}]},{"publication_status":"published","date_updated":"2023-11-23T09:36:00Z","author":[{"full_name":"Luft, Sebastian","last_name":"Luft","first_name":"Sebastian","id":"55271"}],"status":"public","title":"In Amerika promovieren? Hinweise von Sebastian Luft","year":"2021","user_id":"59882","_id":"49149","language":[{"iso":"ger"}],"publisher":"Claudia Moser Verlag","extern":"1","related_material":{"link":[{"relation":"confirmation","url":"https://www.information-philosophie.de/?a=1&t=9458&n=2"}]},"citation":{"bibtex":"@article{Luft_2021, title={In Amerika promovieren? Hinweise von Sebastian Luft}, number={4}, journal={Information Philosophie}, publisher={Claudia Moser Verlag}, author={Luft, Sebastian}, year={2021} }","ama":"Luft S. In Amerika promovieren? Hinweise von Sebastian Luft. <i>Information Philosophie</i>. 2021;(4).","mla":"Luft, Sebastian. “In Amerika promovieren? Hinweise von Sebastian Luft.” <i>Information Philosophie</i>, no. 4, Claudia Moser Verlag, 2021.","short":"S. Luft, Information Philosophie (2021).","chicago":"Luft, Sebastian. “In Amerika promovieren? Hinweise von Sebastian Luft.” <i>Information Philosophie</i>, no. 4 (2021).","ieee":"S. Luft, “In Amerika promovieren? Hinweise von Sebastian Luft,” <i>Information Philosophie</i>, no. 4, 2021.","apa":"Luft, S. (2021). In Amerika promovieren? Hinweise von Sebastian Luft. <i>Information Philosophie</i>, <i>4</i>."},"issue":"4","publication":"Information Philosophie","department":[{"_id":"813"}],"type":"journal_article","date_created":"2023-11-23T09:35:52Z"},{"title":"»Hubert Fichte (…), der hamburgische Pionier der Popliteratur im langen schwingenden Pelzmantel«. Thomas Meineckes Erfindung (s)einer Tradition","year":"2021","status":"public","author":[{"id":"103096","full_name":"Gretz, Daniela","orcid":"0000-0003-3011-8715","first_name":"Daniela","last_name":"Gretz"}],"date_updated":"2023-11-24T13:00:12Z","intvolume":"       231","page":"65-72","language":[{"iso":"ger"}],"_id":"49183","publisher":"edition text + kritik","user_id":"90347","editor":[{"full_name":"Jaeckel, Charlotte","last_name":"Jaeckel","first_name":"Charlotte"}],"volume":231,"publication":"Text + Kritik: Thomas Meinecke","citation":{"ama":"Gretz D. »Hubert Fichte (…), der hamburgische Pionier der Popliteratur im langen schwingenden Pelzmantel«. Thomas Meineckes Erfindung (s)einer Tradition. In: Jaeckel C, ed. <i>Text + Kritik: Thomas Meinecke</i>. Vol 231. edition text + kritik; 2021:65-72.","bibtex":"@inbook{Gretz_2021, place={München}, title={»Hubert Fichte (…), der hamburgische Pionier der Popliteratur im langen schwingenden Pelzmantel«. Thomas Meineckes Erfindung (s)einer Tradition}, volume={231}, booktitle={Text + Kritik: Thomas Meinecke}, publisher={edition text + kritik}, author={Gretz, Daniela}, editor={Jaeckel, Charlotte}, year={2021}, pages={65–72} }","mla":"Gretz, Daniela. “»Hubert Fichte (…), der hamburgische Pionier der Popliteratur im langen schwingenden Pelzmantel«. Thomas Meineckes Erfindung (s)einer Tradition.” <i>Text + Kritik: Thomas Meinecke</i>, edited by Charlotte Jaeckel, vol. 231, edition text + kritik, 2021, pp. 65–72.","short":"D. Gretz, in: C. Jaeckel (Ed.), Text + Kritik: Thomas Meinecke, edition text + kritik, München, 2021, pp. 65–72.","chicago":"Gretz, Daniela. “»Hubert Fichte (…), der hamburgische Pionier der Popliteratur im langen schwingenden Pelzmantel«. Thomas Meineckes Erfindung (s)einer Tradition.” In <i>Text + Kritik: Thomas Meinecke</i>, edited by Charlotte Jaeckel, 231:65–72. München: edition text + kritik, 2021.","apa":"Gretz, D. (2021). »Hubert Fichte (…), der hamburgische Pionier der Popliteratur im langen schwingenden Pelzmantel«. Thomas Meineckes Erfindung (s)einer Tradition. In C. Jaeckel (Ed.), <i>Text + Kritik: Thomas Meinecke</i> (Vol. 231, pp. 65–72). edition text + kritik.","ieee":"D. Gretz, “»Hubert Fichte (…), der hamburgische Pionier der Popliteratur im langen schwingenden Pelzmantel«. Thomas Meineckes Erfindung (s)einer Tradition,” in <i>Text + Kritik: Thomas Meinecke</i>, vol. 231, C. Jaeckel, Ed. München: edition text + kritik, 2021, pp. 65–72."},"extern":"1","place":"München","date_created":"2023-11-24T12:40:12Z","type":"book_chapter"},{"_id":"47957","language":[{"iso":"eng"}],"page":"57 - 62 ","main_file_link":[{"url":"http://digivet.eduproject.eu/wp-content/uploads/2021/09/DigI-VET-EN.pdf","open_access":"1"}],"editor":[{"first_name":"Marc ","last_name":"Beutner","full_name":"Beutner, Marc "},{"last_name":"Pechuel","first_name":"Rasmus","full_name":"Pechuel, Rasmus"},{"full_name":"Schneider, Jennifer ","first_name":"Jennifer ","last_name":"Schneider"}],"user_id":"38157","author":[{"full_name":"Schneider, Jennifer Nicole","last_name":"Schneider","first_name":"Jennifer Nicole"}],"year":"2021","status":"public","title":"Digital transformation in industry","date_updated":"2023-11-29T14:58:37Z","publication_status":"published","place":"Köln ","date_created":"2023-10-11T08:12:55Z","oa":"1","department":[{"_id":"208"}],"type":"book_chapter","citation":{"chicago":"Schneider, Jennifer Nicole. “Digital Transformation in Industry.” In <i>Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project</i>, edited by Marc  Beutner, Rasmus Pechuel, and Jennifer  Schneider, 57–62. Köln , 2021.","short":"J.N. Schneider, in: M. Beutner, R. Pechuel, J. Schneider (Eds.), Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project, Köln , 2021, pp. 57–62.","ama":"Schneider JN. Digital transformation in industry. In: Beutner M, Pechuel R, Schneider J, eds. <i>Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project</i>. ; 2021:57-62.","bibtex":"@inbook{Schneider_2021, place={Köln }, title={Digital transformation in industry}, booktitle={Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project}, author={Schneider, Jennifer Nicole}, editor={Beutner, Marc  and Pechuel, Rasmus and Schneider, Jennifer }, year={2021}, pages={57–62} }","mla":"Schneider, Jennifer Nicole. “Digital Transformation in Industry.” <i>Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project</i>, edited by Marc  Beutner et al., 2021, pp. 57–62.","apa":"Schneider, J. N. (2021). Digital transformation in industry. In M. Beutner, R. Pechuel, &#38; J. Schneider (Eds.), <i>Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project</i> (pp. 57–62).","ieee":"J. N. Schneider, “Digital transformation in industry,” in <i>Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project</i>, M. Beutner, R. Pechuel, and J. Schneider, Eds. Köln , 2021, pp. 57–62."},"publication":"Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project","project":[{"_id":"79","grant_number":"2018-1-DE02-KA202-005145 ","name":"Digi-VET: Digi-VET: Fostering Digitisation and Industry 4.0 in vocational education and training "}]},{"_id":"47966","language":[{"iso":"eng"}],"main_file_link":[{"url":"http://digivet.eduproject.eu/wp-content/uploads/2021/09/DigI-VET-EN.pdf","open_access":"1"}],"page":"150 - 165","editor":[{"last_name":"Beutner","first_name":"Marc ","full_name":"Beutner, Marc "},{"full_name":"Pechuel, Rasmus","last_name":"Pechuel","first_name":"Rasmus"},{"last_name":"Schneider","first_name":"Jennifer","full_name":"Schneider, Jennifer"}],"user_id":"38157","author":[{"first_name":"Jennifer ","last_name":"Schneider","full_name":"Schneider, Jennifer "}],"status":"public","title":"Teaching and Learning Materials","year":"2021","publication_status":"published","date_updated":"2023-11-29T14:58:34Z","date_created":"2023-10-11T08:26:43Z","place":"Köln ","department":[{"_id":"208"}],"oa":"1","type":"book_chapter","citation":{"chicago":"Schneider, Jennifer . “Teaching and Learning Materials.” In <i>Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project</i>, edited by Marc  Beutner, Rasmus Pechuel, and Jennifer Schneider, 150–65. Köln , 2021.","short":"J. Schneider, in: M. Beutner, R. Pechuel, J. Schneider (Eds.), Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project, Köln , 2021, pp. 150–165.","apa":"Schneider, J. (2021). Teaching and Learning Materials. In M. Beutner, R. Pechuel, &#38; J. Schneider (Eds.), <i>Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project</i> (pp. 150–165).","ieee":"J. Schneider, “Teaching and Learning Materials,” in <i>Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project</i>, M. Beutner, R. Pechuel, and J. Schneider, Eds. Köln , 2021, pp. 150–165.","ama":"Schneider J. Teaching and Learning Materials. In: Beutner M, Pechuel R, Schneider J, eds. <i>Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project</i>. ; 2021:150-165.","bibtex":"@inbook{Schneider_2021, place={Köln }, title={Teaching and Learning Materials}, booktitle={Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project}, author={Schneider, Jennifer }, editor={Beutner, Marc  and Pechuel, Rasmus and Schneider, Jennifer}, year={2021}, pages={150–165} }","mla":"Schneider, Jennifer. “Teaching and Learning Materials.” <i>Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project</i>, edited by Marc  Beutner et al., 2021, pp. 150–65."},"publication":"Fostering Digitisation and Industry 4.0: Education – Vocation - Industry – Future. New Opportunities and Challenges for European VET. Insights in the DigI-VET Project","project":[{"name":"Digi-VET: Digi-VET: Fostering Digitisation and Industry 4.0 in vocational education and training ","_id":"79","grant_number":"2018-1-DE02-KA202-005145 "}]},{"type":"book_editor","date_created":"2023-10-11T08:41:41Z","place":"Köln","project":[{"_id":"79","grant_number":"2018-1-DE02-KA202-005145 ","name":"Digi-VET: Digi-VET: Fostering Digitisation and Industry 4.0 in vocational education and training "}],"citation":{"chicago":"Beutner, Marc, Rasmus Pechuel, and Jennifer Schneider, eds. <i>Förderung von Digitalisierung Und Industrie 4.0: Bildung – Beruf – Industrie – Zukunft. Neue Möglichkeiten Und Herausforderungen Für Die Europäische Berufsbildung. Einblick in Das Projekt DigI-VET</i>. Köln, 2021.","short":"M. Beutner, R. Pechuel, J. Schneider, eds., Förderung von Digitalisierung Und Industrie 4.0: Bildung – Beruf – Industrie – Zukunft. Neue Möglichkeiten Und Herausforderungen Für Die Europäische Berufsbildung. Einblick in Das Projekt DigI-VET, Köln, 2021.","apa":"Beutner, M., Pechuel, R., &#38; Schneider, J. (Eds.). (2021). <i>Förderung von Digitalisierung und Industrie 4.0: Bildung – Beruf – Industrie – Zukunft. Neue Möglichkeiten und Herausforderungen für die europäische Berufsbildung. Einblick in das Projekt DigI-VET</i>.","ieee":"M. Beutner, R. Pechuel, and J. Schneider, Eds., <i>Förderung von Digitalisierung und Industrie 4.0: Bildung – Beruf – Industrie – Zukunft. Neue Möglichkeiten und Herausforderungen für die europäische Berufsbildung. Einblick in das Projekt DigI-VET</i>. Köln, 2021.","ama":"Beutner M, Pechuel R, Schneider J, eds. <i>Förderung von Digitalisierung Und Industrie 4.0: Bildung – Beruf – Industrie – Zukunft. 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Kulturwissenschaftlich-theologische Rationen für ein Jahr, LIT Verlag, Münster, 2021, p. 309.","chicago":"Kammeyer, Katharina. “This is my Fight Sing.” In <i>Musik als Lebensmittel. Kulturwissenschaftlich-theologische Rationen für ein Jahr</i>, edited by Marion Keuchen and Richard Janus, 309. Münster: LIT Verlag, 2021."},"publication":"Musik als Lebensmittel. 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In this paper, we argue that a novel conceptual framework is needed to overcome shortcomings of existing AI systems with little attention to processes of interaction and learning. Drawing from research in interaction and development, we first outline the novel conceptual framework that pushes the design of AI systems toward true interactivity with an emphasis on the role of the partner and social relevance. We propose that AI systems will be able to provide a meaningful and relevant explanation only if the process of explaining is extended to active contribution of both partners that brings about dynamics that is modulated by different levels of analysis. Accordingly, our conceptual framework comprises monitoring and scaffolding as key concepts and claims that the process of explaining is not only modulated by the interaction between explainee and explainer but is embedded into a larger social context in which conventionalized and routinized behaviors are established. We discuss our conceptual framework in relation to the established objectives of transparency and autonomy that are raised for the design of explainable AI systems currently.","lang":"eng"}],"publication":"IEEE Transactions on Cognitive and Developmental Systems","issue":"3","volume":13,"ddc":["300"],"user_id":"42933","_id":"24456","page":"717-728","has_accepted_license":"1","status":"public","oa":"1","project":[{"grant_number":"438445824","_id":"109","name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren"}],"quality_controlled":"1","citation":{"bibtex":"@article{Rohlfing_Cimiano_Scharlau_Matzner_Buhl_Buschmeier_Esposito_Grimminger_Hammer_Haeb-Umbach_et al._2021, title={Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems}, volume={13}, DOI={<a href=\"https://doi.org/10.1109/tcds.2020.3044366\">10.1109/tcds.2020.3044366</a>}, number={3}, journal={IEEE Transactions on Cognitive and Developmental Systems}, author={Rohlfing, Katharina J. and Cimiano, Philipp and Scharlau, Ingrid and Matzner, Tobias and Buhl, Heike M. and Buschmeier, Hendrik and Esposito, Elena and Grimminger, Angela and Hammer, Barbara and Haeb-Umbach, Reinhold and et al.}, year={2021}, pages={717–728} }","ama":"Rohlfing KJ, Cimiano P, Scharlau I, et al. Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems. <i>IEEE Transactions on Cognitive and Developmental Systems</i>. 2021;13(3):717-728. doi:<a href=\"https://doi.org/10.1109/tcds.2020.3044366\">10.1109/tcds.2020.3044366</a>","mla":"Rohlfing, Katharina J., et al. “Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems.” <i>IEEE Transactions on Cognitive and Developmental Systems</i>, vol. 13, no. 3, 2021, pp. 717–28, doi:<a href=\"https://doi.org/10.1109/tcds.2020.3044366\">10.1109/tcds.2020.3044366</a>.","short":"K.J. Rohlfing, P. Cimiano, I. Scharlau, T. Matzner, H.M. Buhl, H. Buschmeier, E. Esposito, A. Grimminger, B. Hammer, R. Haeb-Umbach, I. Horwath, E. Hüllermeier, F. Kern, S. Kopp, K. Thommes, A.-C. Ngonga Ngomo, C. Schulte, H. Wachsmuth, P. Wagner, B. 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Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems. <i>IEEE Transactions on Cognitive and Developmental Systems</i>, <i>13</i>(3), 717–728. <a href=\"https://doi.org/10.1109/tcds.2020.3044366\">https://doi.org/10.1109/tcds.2020.3044366</a>"},"file_date_updated":"2023-11-20T16:33:51Z"},{"author":[{"full_name":"Malancu, Natalia","first_name":"Natalia","last_name":"Malancu"},{"id":"98958","last_name":"Florea","first_name":"Alexandra","orcid":"0000-0003-0626-945X","full_name":"Florea, Alexandra"}],"publication_identifier":{"unknown":["978 1 78990 312 6"]},"year":"2021","title":"Chapter 5: Quantitative methodological approaches to citizenship and migration","status":"public","date_updated":"2023-12-05T13:38:08Z","_id":"49487","language":[{"iso":"eng"}],"editor":[{"full_name":"Giugni, Marco","last_name":"Giugni","first_name":"Marco"},{"last_name":"Grasso","first_name":"Maria","full_name":"Grasso, Maria"}],"doi":"https://doi.org/10.4337/9781789903133.00011","user_id":"98958","citation":{"chicago":"Malancu, Natalia, and Alexandra Florea. “Chapter 5: Quantitative Methodological Approaches to Citizenship and Migration.” In <i>Handbook of Citizenship and Migration</i>, edited by Marco Giugni and Maria Grasso, 2021. <a href=\"https://doi.org/10.4337/9781789903133.00011\">https://doi.org/10.4337/9781789903133.00011</a>.","short":"N. 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Eine Barth-Relektüre vor dem Hintergrund der Bewegung „Fridays for Future“.,” <i>Römerbrief und Tageszeitung! Politik in der Theologie Karl Barths.</i>, pp. 133–154, 2021.","apa":"Meyer zu Hörste-Bührer, R. (2021). Barth for Future? Eine Barth-Relektüre vor dem Hintergrund der Bewegung „Fridays for Future“. <i>Römerbrief Und Tageszeitung! Politik in Der Theologie Karl Barths.</i>, 133–154.","chicago":"Meyer zu Hörste-Bührer, Raphaela. “Barth for Future? Eine Barth-Relektüre Vor Dem Hintergrund Der Bewegung „Fridays for Future“.” <i>Römerbrief Und Tageszeitung! Politik in Der Theologie Karl Barths.</i>, 2021, 133–54.","short":"R. Meyer zu Hörste-Bührer, Römerbrief Und Tageszeitung! Politik in Der Theologie Karl Barths. (2021) 133–154."},"publication":"Römerbrief und Tageszeitung! Politik in der Theologie Karl Barths."},{"user_id":"102979","_id":"48853","publisher":"Association for Computing Machinery","page":"556–564","status":"public","place":"New York, NY, USA","citation":{"mla":"Bossek, Jakob, et al. “Breeding Diverse Packings for the Knapsack Problem by Means of Diversity-Tailored Evolutionary Algorithms.” <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, Association for Computing Machinery, 2021, pp. 556–564, doi:<a href=\"https://doi.org/10.1145/3449639.3459364\">10.1145/3449639.3459364</a>.","ama":"Bossek J, Neumann A, Neumann F. Breeding Diverse Packings for the Knapsack Problem by Means of Diversity-Tailored Evolutionary Algorithms. In: <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>. GECCO ’21. Association for Computing Machinery; 2021:556–564. doi:<a href=\"https://doi.org/10.1145/3449639.3459364\">10.1145/3449639.3459364</a>","bibtex":"@inproceedings{Bossek_Neumann_Neumann_2021, place={New York, NY, USA}, series={GECCO ’21}, title={Breeding Diverse Packings for the Knapsack Problem by Means of Diversity-Tailored Evolutionary Algorithms}, DOI={<a href=\"https://doi.org/10.1145/3449639.3459364\">10.1145/3449639.3459364</a>}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference}, publisher={Association for Computing Machinery}, author={Bossek, Jakob and Neumann, Aneta and Neumann, Frank}, year={2021}, pages={556–564}, collection={GECCO ’21} }","apa":"Bossek, J., Neumann, A., &#38; Neumann, F. (2021). Breeding Diverse Packings for the Knapsack Problem by Means of Diversity-Tailored Evolutionary Algorithms. <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, 556–564. <a href=\"https://doi.org/10.1145/3449639.3459364\">https://doi.org/10.1145/3449639.3459364</a>","ieee":"J. Bossek, A. Neumann, and F. Neumann, “Breeding Diverse Packings for the Knapsack Problem by Means of Diversity-Tailored Evolutionary Algorithms,” in <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, 2021, pp. 556–564, doi: <a href=\"https://doi.org/10.1145/3449639.3459364\">10.1145/3449639.3459364</a>.","chicago":"Bossek, Jakob, Aneta Neumann, and Frank Neumann. “Breeding Diverse Packings for the Knapsack Problem by Means of Diversity-Tailored Evolutionary Algorithms.” In <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, 556–564. GECCO ’21. New York, NY, USA: Association for Computing Machinery, 2021. <a href=\"https://doi.org/10.1145/3449639.3459364\">https://doi.org/10.1145/3449639.3459364</a>.","short":"J. Bossek, A. Neumann, F. Neumann, in: Proceedings of the Genetic and Evolutionary Computation Conference, Association for Computing Machinery, New York, NY, USA, 2021, pp. 556–564."},"doi":"10.1145/3449639.3459364","language":[{"iso":"eng"}],"series_title":"GECCO ’21","publication_status":"published","date_updated":"2023-12-13T10:45:22Z","author":[{"last_name":"Bossek","first_name":"Jakob","orcid":"0000-0002-4121-4668","full_name":"Bossek, Jakob","id":"102979"},{"full_name":"Neumann, Aneta","first_name":"Aneta","last_name":"Neumann"},{"full_name":"Neumann, Frank","last_name":"Neumann","first_name":"Frank"}],"publication_identifier":{"isbn":["978-1-4503-8350-9"]},"year":"2021","title":"Breeding Diverse Packings for the Knapsack Problem by Means of Diversity-Tailored Evolutionary Algorithms","department":[{"_id":"819"}],"type":"conference","keyword":["evolutionary algorithms","evolutionary diversity optimization","knapsack problem","tailored operators"],"date_created":"2023-11-14T15:58:54Z","extern":"1","abstract":[{"lang":"eng","text":"In practise, it is often desirable to provide the decision-maker with a rich set of diverse solutions of decent quality instead of just a single solution. In this paper we study evolutionary diversity optimization for the knapsack problem (KP). Our goal is to evolve a population of solutions that all have a profit of at least (1 - {$ϵ$}) {$\\cdot$} OPT, where OPT is the value of an optimal solution. Furthermore, they should differ in structure with respect to an entropy-based diversity measure. To this end we propose a simple ({$\\mu$} + 1)-EA with initial approximate solutions calculated by a well-known FPTAS for the KP. We investigate the effect of different standard mutation operators and introduce biased mutation and crossover which puts strong probability on flipping bits of low and/or high frequency within the population. An experimental study on different instances and settings shows that the proposed mutation operators in most cases perform slightly inferior in the long term, but show strong benefits if the number of function evaluations is severely limited."}],"publication":"Proceedings of the Genetic and Evolutionary Computation Conference"},{"publication":"Learning and Intelligent Optimization","extern":"1","abstract":[{"lang":"eng","text":"Computing sets of high quality solutions has gained increasing interest in recent years. In this paper, we investigate how to obtain sets of optimal solutions for the classical knapsack problem. We present an algorithm to count exactly the number of optima to a zero-one knapsack problem instance. In addition, we show how to efficiently sample uniformly at random from the set of all global optima. In our experimental study, we investigate how the number of optima develops for classical random benchmark instances dependent on their generator parameters. We find that the number of global optima can increase exponentially for practically relevant classes of instances with correlated weights and profits which poses a justification for the considered exact counting problem."}],"date_created":"2023-11-14T15:58:54Z","department":[{"_id":"819"}],"type":"conference","keyword":["Dynamic programming","Exact counting","Sampling","Zero-one knapsack problem"],"publication_identifier":{"isbn":["978-3-030-92120-0"]},"author":[{"first_name":"Jakob","orcid":"0000-0002-4121-4668","last_name":"Bossek","full_name":"Bossek, Jakob","id":"102979"},{"full_name":"Neumann, Aneta","first_name":"Aneta","last_name":"Neumann"},{"first_name":"Frank","last_name":"Neumann","full_name":"Neumann, Frank"}],"year":"2021","title":"Exact Counting and~Sampling of Optima for the Knapsack Problem","publication_status":"published","date_updated":"2023-12-13T10:45:14Z","language":[{"iso":"eng"}],"doi":"10.1007/978-3-030-92121-7_4","citation":{"mla":"Bossek, Jakob, et al. “Exact Counting And~Sampling of Optima for the Knapsack Problem.” <i>Learning and Intelligent Optimization</i>, Springer-Verlag, 2021, pp. 40–54, doi:<a href=\"https://doi.org/10.1007/978-3-030-92121-7_4\">10.1007/978-3-030-92121-7_4</a>.","bibtex":"@inproceedings{Bossek_Neumann_Neumann_2021, place={Berlin, Heidelberg}, title={Exact Counting and~Sampling of Optima for the Knapsack Problem}, DOI={<a href=\"https://doi.org/10.1007/978-3-030-92121-7_4\">10.1007/978-3-030-92121-7_4</a>}, booktitle={Learning and Intelligent Optimization}, publisher={Springer-Verlag}, author={Bossek, Jakob and Neumann, Aneta and Neumann, Frank}, year={2021}, pages={40–54} }","ama":"Bossek J, Neumann A, Neumann F. Exact Counting and~Sampling of Optima for the Knapsack Problem. In: <i>Learning and Intelligent Optimization</i>. Springer-Verlag; 2021:40–54. doi:<a href=\"https://doi.org/10.1007/978-3-030-92121-7_4\">10.1007/978-3-030-92121-7_4</a>","ieee":"J. Bossek, A. Neumann, and F. Neumann, “Exact Counting and~Sampling of Optima for the Knapsack Problem,” in <i>Learning and Intelligent Optimization</i>, 2021, pp. 40–54, doi: <a href=\"https://doi.org/10.1007/978-3-030-92121-7_4\">10.1007/978-3-030-92121-7_4</a>.","apa":"Bossek, J., Neumann, A., &#38; Neumann, F. (2021). Exact Counting and~Sampling of Optima for the Knapsack Problem. <i>Learning and Intelligent Optimization</i>, 40–54. <a href=\"https://doi.org/10.1007/978-3-030-92121-7_4\">https://doi.org/10.1007/978-3-030-92121-7_4</a>","chicago":"Bossek, Jakob, Aneta Neumann, and Frank Neumann. “Exact Counting And~Sampling of Optima for the Knapsack Problem.” In <i>Learning and Intelligent Optimization</i>, 40–54. Berlin, Heidelberg: Springer-Verlag, 2021. <a href=\"https://doi.org/10.1007/978-3-030-92121-7_4\">https://doi.org/10.1007/978-3-030-92121-7_4</a>.","short":"J. Bossek, A. Neumann, F. Neumann, in: Learning and Intelligent Optimization, Springer-Verlag, Berlin, Heidelberg, 2021, pp. 40–54."},"place":"Berlin, Heidelberg","status":"public","publisher":"Springer-Verlag","_id":"48855","page":"40–54","user_id":"102979"},{"publication":"Proceedings of the Genetic and Evolutionary Computation Conference","abstract":[{"lang":"eng","text":"In the area of evolutionary computation the calculation of diverse sets of high-quality solutions to a given optimization problem has gained momentum in recent years under the term evolutionary diversity optimization. Theoretical insights into the working principles of baseline evolutionary algorithms for diversity optimization are still rare. In this paper we study the well-known Minimum Spanning Tree problem (MST) in the context of diversity optimization where population diversity is measured by the sum of pairwise edge overlaps. Theoretical results provide insights into the fitness landscape of the MST diversity optimization problem pointing out that even for a population of {$\\mu$} = 2 fitness plateaus (of constant length) can be reached, but nevertheless diverse sets can be calculated in polynomial time. We supplement our theoretical results with a series of experiments for the unconstrained and constraint case where all solutions need to fulfill a minimal quality threshold. Our results show that a simple ({$\\mu$} + 1)-EA can effectively compute a diversified population of spanning trees of high quality."}],"extern":"1","date_created":"2023-11-14T15:58:55Z","department":[{"_id":"819"}],"keyword":["evolutionary algorithms","evolutionary diversity optimization","minimum spanning tree","runtime analysis"],"type":"conference","publication_identifier":{"isbn":["978-1-4503-8350-9"]},"author":[{"first_name":"Jakob","last_name":"Bossek","orcid":"0000-0002-4121-4668","full_name":"Bossek, Jakob","id":"102979"},{"last_name":"Neumann","first_name":"Frank","full_name":"Neumann, Frank"}],"year":"2021","title":"Evolutionary Diversity Optimization and the Minimum Spanning Tree Problem","date_updated":"2023-12-13T10:45:37Z","publication_status":"published","language":[{"iso":"eng"}],"series_title":"GECCO ’21","doi":"10.1145/3449639.3459363","citation":{"apa":"Bossek, J., &#38; Neumann, F. (2021). Evolutionary Diversity Optimization and the Minimum Spanning Tree Problem. <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, 198–206. <a href=\"https://doi.org/10.1145/3449639.3459363\">https://doi.org/10.1145/3449639.3459363</a>","ieee":"J. Bossek and F. Neumann, “Evolutionary Diversity Optimization and the Minimum Spanning Tree Problem,” in <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, 2021, pp. 198–206, doi: <a href=\"https://doi.org/10.1145/3449639.3459363\">10.1145/3449639.3459363</a>.","short":"J. Bossek, F. Neumann, in: Proceedings of the Genetic and Evolutionary Computation Conference, Association for Computing Machinery, New York, NY, USA, 2021, pp. 198–206.","chicago":"Bossek, Jakob, and Frank Neumann. “Evolutionary Diversity Optimization and the Minimum Spanning Tree Problem.” In <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, 198–206. GECCO ’21. New York, NY, USA: Association for Computing Machinery, 2021. <a href=\"https://doi.org/10.1145/3449639.3459363\">https://doi.org/10.1145/3449639.3459363</a>.","mla":"Bossek, Jakob, and Frank Neumann. “Evolutionary Diversity Optimization and the Minimum Spanning Tree Problem.” <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, Association for Computing Machinery, 2021, pp. 198–206, doi:<a href=\"https://doi.org/10.1145/3449639.3459363\">10.1145/3449639.3459363</a>.","ama":"Bossek J, Neumann F. Evolutionary Diversity Optimization and the Minimum Spanning Tree Problem. In: <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>. GECCO ’21. Association for Computing Machinery; 2021:198–206. doi:<a href=\"https://doi.org/10.1145/3449639.3459363\">10.1145/3449639.3459363</a>","bibtex":"@inproceedings{Bossek_Neumann_2021, place={New York, NY, USA}, series={GECCO ’21}, title={Evolutionary Diversity Optimization and the Minimum Spanning Tree Problem}, DOI={<a href=\"https://doi.org/10.1145/3449639.3459363\">10.1145/3449639.3459363</a>}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference}, publisher={Association for Computing Machinery}, author={Bossek, Jakob and Neumann, Frank}, year={2021}, pages={198–206}, collection={GECCO ’21} }"},"place":"New York, NY, USA","status":"public","publisher":"Association for Computing Machinery","_id":"48860","page":"198–206","user_id":"102979"},{"page":"1–11","_id":"48862","publisher":"Association for Computing Machinery","user_id":"102979","status":"public","place":"New York, NY, USA","citation":{"mla":"Bossek, Jakob, and Dirk Sudholt. “Do Additional Optima Speed up Evolutionary Algorithms?” <i>Proceedings of the 16th ACM/SIGEVO Conference on Foundations of Genetic Algorithms</i>, Association for Computing Machinery, 2021, pp. 1–11.","ama":"Bossek J, Sudholt D. Do Additional Optima Speed up Evolutionary Algorithms? In: <i>Proceedings of the 16th ACM/SIGEVO Conference on Foundations of Genetic Algorithms</i>. Association for Computing Machinery; 2021:1–11.","bibtex":"@inbook{Bossek_Sudholt_2021, place={New York, NY, USA}, title={Do Additional Optima Speed up Evolutionary Algorithms?}, booktitle={Proceedings of the 16th ACM/SIGEVO Conference on Foundations of Genetic Algorithms}, publisher={Association for Computing Machinery}, author={Bossek, Jakob and Sudholt, Dirk}, year={2021}, pages={1–11} }","apa":"Bossek, J., &#38; Sudholt, D. (2021). Do Additional Optima Speed up Evolutionary Algorithms? In <i>Proceedings of the 16th ACM/SIGEVO Conference on Foundations of Genetic Algorithms</i> (pp. 1–11). Association for Computing Machinery.","ieee":"J. Bossek and D. Sudholt, “Do Additional Optima Speed up Evolutionary Algorithms?,” in <i>Proceedings of the 16th ACM/SIGEVO Conference on Foundations of Genetic Algorithms</i>, New York, NY, USA: Association for Computing Machinery, 2021, pp. 1–11.","chicago":"Bossek, Jakob, and Dirk Sudholt. “Do Additional Optima Speed up Evolutionary Algorithms?” In <i>Proceedings of the 16th ACM/SIGEVO Conference on Foundations of Genetic Algorithms</i>, 1–11. New York, NY, USA: Association for Computing Machinery, 2021.","short":"J. Bossek, D. Sudholt, in: Proceedings of the 16th ACM/SIGEVO Conference on Foundations of Genetic Algorithms, Association for Computing Machinery, New York, NY, USA, 2021, pp. 1–11."},"language":[{"iso":"eng"}],"year":"2021","title":"Do Additional Optima Speed up Evolutionary Algorithms?","author":[{"id":"102979","first_name":"Jakob","last_name":"Bossek","orcid":"0000-0002-4121-4668","full_name":"Bossek, Jakob"},{"full_name":"Sudholt, Dirk","last_name":"Sudholt","first_name":"Dirk"}],"publication_identifier":{"isbn":["978-1-4503-8352-3"]},"publication_status":"published","date_updated":"2023-12-13T10:45:31Z","date_created":"2023-11-14T15:58:55Z","type":"book_chapter","keyword":["evolutionary algorithms","pseudo-boolean functions","runtime analysis","theory"],"department":[{"_id":"819"}],"publication":"Proceedings of the 16th ACM/SIGEVO Conference on Foundations of Genetic Algorithms","extern":"1","abstract":[{"lang":"eng","text":"Most runtime analyses of randomised search heuristics focus on the expected number of function evaluations to find a unique global optimum. We ask a fundamental question: if additional search points are declared optimal, or declared as desirable target points, do these additional optima speed up evolutionary algorithms? More formally, we analyse the expected hitting time of a target set OPT {$\\cup$} S where S is a set of non-optimal search points and OPT is the set of optima and compare it to the expected hitting time of OPT. We show that the answer to our question depends on the number and placement of search points in S. For all black-box algorithms and all fitness functions we show that, if additional optima are placed randomly, even an exponential number of optima has a negligible effect on the expected optimisation time. Considering Hamming balls around all global optima gives an easier target for some algorithms and functions and can shift the phase transition with respect to offspring population sizes in the (1,{$\\lambda$}) EA on One-Max. Finally, on functions where search trajectories typically join in a single search point, turning one search point into an optimum drastically reduces the expected optimisation time."}]}]