[{"year":"2024","title":"Static Socio-demographic and Individual Factors for Generating Explanations in XAI: Can they serve as a prior in DSS for adaptation of explanation strategies?","status":"public","publication_identifier":{"isbn":["9798400711787"]},"author":[{"full_name":"Schütze, Christian","first_name":"Christian","last_name":"Schütze"},{"last_name":"Richter","first_name":"Birte","full_name":"Richter, Birte"},{"orcid":"0000-0001-8201-5166","first_name":"Olesja","last_name":"Lammert","full_name":"Lammert, Olesja","id":"47384"},{"full_name":"Thommes, Kirsten","first_name":"Kirsten","last_name":"Thommes","id":"72497"},{"full_name":"Wrede, Britta","last_name":"Wrede","first_name":"Britta"}],"date_updated":"2024-11-20T09:42:20Z","publication_status":"published","page":"141-149","_id":"57250","publisher":"ACM","language":[{"iso":"eng"}],"doi":"10.1145/3687272.3688300","user_id":"72497","publication":"HAI '24: Proceedings of the 12th International Conference on Human-Agent Interaction","citation":{"apa":"Schütze, C., Richter, B., Lammert, O., Thommes, K., &#38; Wrede, B. (2024). Static Socio-demographic and Individual Factors for Generating Explanations in XAI: Can they serve as a prior in DSS for adaptation of explanation strategies? <i>HAI ’24: Proceedings of the 12th International Conference on Human-Agent Interaction</i>, 141–149. <a href=\"https://doi.org/10.1145/3687272.3688300\">https://doi.org/10.1145/3687272.3688300</a>","ieee":"C. Schütze, B. Richter, O. Lammert, K. Thommes, and B. Wrede, “Static Socio-demographic and Individual Factors for Generating Explanations in XAI: Can they serve as a prior in DSS for adaptation of explanation strategies?,” in <i>HAI ’24: Proceedings of the 12th International Conference on Human-Agent Interaction</i>, 2024, pp. 141–149, doi: <a href=\"https://doi.org/10.1145/3687272.3688300\">10.1145/3687272.3688300</a>.","short":"C. Schütze, B. Richter, O. Lammert, K. Thommes, B. Wrede, in: HAI ’24: Proceedings of the 12th International Conference on Human-Agent Interaction, ACM, 2024, pp. 141–149.","chicago":"Schütze, Christian, Birte Richter, Olesja Lammert, Kirsten Thommes, and Britta Wrede. “Static Socio-Demographic and Individual Factors for Generating Explanations in XAI: Can They Serve as a Prior in DSS for Adaptation of Explanation Strategies?” In <i>HAI ’24: Proceedings of the 12th International Conference on Human-Agent Interaction</i>, 141–49. ACM, 2024. <a href=\"https://doi.org/10.1145/3687272.3688300\">https://doi.org/10.1145/3687272.3688300</a>.","mla":"Schütze, Christian, et al. “Static Socio-Demographic and Individual Factors for Generating Explanations in XAI: Can They Serve as a Prior in DSS for Adaptation of Explanation Strategies?” <i>HAI ’24: Proceedings of the 12th International Conference on Human-Agent Interaction</i>, ACM, 2024, pp. 141–49, doi:<a href=\"https://doi.org/10.1145/3687272.3688300\">10.1145/3687272.3688300</a>.","ama":"Schütze C, Richter B, Lammert O, Thommes K, Wrede B. Static Socio-demographic and Individual Factors for Generating Explanations in XAI: Can they serve as a prior in DSS for adaptation of explanation strategies? In: <i>HAI ’24: Proceedings of the 12th International Conference on Human-Agent Interaction</i>. ACM; 2024:141-149. doi:<a href=\"https://doi.org/10.1145/3687272.3688300\">10.1145/3687272.3688300</a>","bibtex":"@inproceedings{Schütze_Richter_Lammert_Thommes_Wrede_2024, title={Static Socio-demographic and Individual Factors for Generating Explanations in XAI: Can they serve as a prior in DSS for adaptation of explanation strategies?}, DOI={<a href=\"https://doi.org/10.1145/3687272.3688300\">10.1145/3687272.3688300</a>}, booktitle={HAI ’24: Proceedings of the 12th International Conference on Human-Agent Interaction}, publisher={ACM}, author={Schütze, Christian and Richter, Birte and Lammert, Olesja and Thommes, Kirsten and Wrede, Britta}, year={2024}, pages={141–149} }"},"quality_controlled":"1","project":[{"name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren","grant_number":"438445824","_id":"109"},{"_id":"113","name":"TRR 318 - A3: TRR 318 - Subproject A3"}],"date_created":"2024-11-20T07:30:01Z","type":"conference","department":[{"_id":"178"},{"_id":"184"}]},{"project":[{"_id":"111","name":"TRR 318 - A01: TRR 318 - Adaptives Erklären (Teilprojekt A01)"},{"name":"TRR 318 - A02: TRR 318 - Verstehensprozess einer Erklärung beobachten und auswerten (Teilprojekt A02)","_id":"112"},{"name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren","_id":"109"}],"citation":{"ieee":"J. B. Fisher, K. J. Rohlfing, E. Donnellan, A. Grimminger, Y. Gu, and G. Vigliocco, “ Explain with, rather than explain to: How explainees shape their own learning,” <i>Interaction Studies</i>, vol. 25, no. 2, pp. 244–255, 2024, doi: <a href=\"https://doi.org/doi.org/10.1075/is.23019.fis\">doi.org/10.1075/is.23019.fis</a>.","apa":"Fisher, J. B., Rohlfing, K. J., Donnellan, E., Grimminger, A., Gu, Y., &#38; Vigliocco, G. (2024).  Explain with, rather than explain to: How explainees shape their own learning. <i>Interaction Studies</i>, <i>25</i>(2), 244–255. <a href=\"https://doi.org/doi.org/10.1075/is.23019.fis\">https://doi.org/doi.org/10.1075/is.23019.fis</a>","short":"J.B. Fisher, K.J. Rohlfing, E. Donnellan, A. Grimminger, Y. Gu, G. Vigliocco, Interaction Studies 25 (2024) 244–255.","chicago":"Fisher, Josephine Beryl, Katharina J. Rohlfing, Ed Donnellan, Angela Grimminger, Yan Gu, and Gabriella Vigliocco. “ Explain with, Rather than Explain to: How Explainees Shape Their Own Learning.” <i>Interaction Studies</i> 25, no. 2 (2024): 244–55. <a href=\"https://doi.org/doi.org/10.1075/is.23019.fis\">https://doi.org/doi.org/10.1075/is.23019.fis</a>.","mla":"Fisher, Josephine Beryl, et al. “ Explain with, Rather than Explain to: How Explainees Shape Their Own Learning.” <i>Interaction Studies</i>, vol. 25, no. 2, John Benjamins, 2024, pp. 244–55, doi:<a href=\"https://doi.org/doi.org/10.1075/is.23019.fis\">doi.org/10.1075/is.23019.fis</a>.","bibtex":"@article{Fisher_Rohlfing_Donnellan_Grimminger_Gu_Vigliocco_2024, title={ Explain with, rather than explain to: How explainees shape their own learning}, volume={25}, DOI={<a href=\"https://doi.org/doi.org/10.1075/is.23019.fis\">doi.org/10.1075/is.23019.fis</a>}, number={2}, journal={Interaction Studies}, publisher={John Benjamins}, author={Fisher, Josephine Beryl and Rohlfing, Katharina J. and Donnellan, Ed and Grimminger, Angela and Gu, Yan and Vigliocco, Gabriella}, year={2024}, pages={244–255} }","ama":"Fisher JB, Rohlfing KJ, Donnellan E, Grimminger A, Gu Y, Vigliocco G.  Explain with, rather than explain to: How explainees shape their own learning. <i>Interaction Studies</i>. 2024;25(2):244-255. doi:<a href=\"https://doi.org/doi.org/10.1075/is.23019.fis\">doi.org/10.1075/is.23019.fis</a>"},"status":"public","user_id":"57578","volume":25,"page":"244-255","publisher":"John Benjamins","_id":"58708","abstract":[{"lang":"eng","text":"Research about explanation processes is gaining relevance because of the increased popularity of artificial systems required to explain their function or outcome. Following an interactive approach, not only explainers, but also explainees contribute to successful interactions. However, little is known about how explainees actively guide explanation processes and how their involvement relates to learning. We explored the occurrence and type of explainees’ questions in 20 adult — adult explanation dialogues about unknown present and absent objects. Crucially, we related the question types to the explainees’ subsequent recall of the unknown object labels. We found that explainees asked different types of questions, especially about the object’s label and facts. Questions about the object’s function were asked more when objects were present. In addition, requests for labelling were linked to better recall. The results contribute to designing explainable AI that aims to provide relevant and adaptive explanations and to further experimental approaches to study explanations."}],"publication":"Interaction Studies","issue":"2","type":"journal_article","department":[{"_id":"749"}],"date_created":"2025-02-19T09:09:03Z","publication_status":"published","date_updated":"2025-09-02T14:17:44Z","article_type":"original","intvolume":"        25","title":" Explain with, rather than explain to: How explainees shape their own learning","year":"2024","publication_identifier":{"unknown":[" 1572-0373"]},"author":[{"first_name":"Josephine Beryl","orcid":"0000-0002-9997-9241","last_name":"Fisher","full_name":"Fisher, Josephine Beryl","id":"56345"},{"orcid":"0000-0002-5676-8233","last_name":"Rohlfing","first_name":"Katharina J.","full_name":"Rohlfing, Katharina J.","id":"50352"},{"last_name":"Donnellan","first_name":"Ed","full_name":"Donnellan, Ed"},{"full_name":"Grimminger, Angela","last_name":"Grimminger","first_name":"Angela","id":"57578"},{"first_name":"Yan","last_name":"Gu","full_name":"Gu, Yan"},{"last_name":"Vigliocco","first_name":"Gabriella","full_name":"Vigliocco, Gabriella"}],"doi":"doi.org/10.1075/is.23019.fis","main_file_link":[{"url":"https://www.jbe-platform.com/content/journals/10.1075/is.23019.fis"}],"language":[{"iso":"eng"}]},{"type":"journal_article","keyword":["Artificial Intelligence","Computer Science Applications"],"date_created":"2023-12-07T09:17:09Z","file":[{"date_created":"2023-12-07T09:18:55Z","creator":"angross","file_id":"49517","success":1,"content_type":"application/pdf","file_name":"frobt-10-1245501.pdf","file_size":40679118,"access_level":"closed","relation":"main_file","date_updated":"2023-12-07T09:18:55Z"}],"abstract":[{"text":"<jats:p>In this article, we present RISE—a <jats:bold>R</jats:bold>obotics <jats:bold>I</jats:bold>ntegration and <jats:bold>S</jats:bold>cenario-Management <jats:bold>E</jats:bold>xtensible-Architecture—for designing human–robot dialogs and conducting <jats:italic>Human–Robot Interaction</jats:italic> (HRI) studies. In current HRI research, interdisciplinarity in the creation and implementation of interaction studies is becoming increasingly important. In addition, there is a lack of reproducibility of the research results. With the presented open-source architecture, we aim to address these two topics. Therefore, we discuss the advantages and disadvantages of various existing tools from different sub-fields within robotics. Requirements for an architecture can be derived from this overview of the literature, which 1) supports interdisciplinary research, 2) allows reproducibility of the research, and 3) is accessible to other researchers in the field of HRI. With our architecture, we tackle these requirements by providing a <jats:italic>Graphical User Interface</jats:italic> which explains the robot behavior and allows introspection into the current state of the dialog. Additionally, it offers controlling possibilities to easily conduct <jats:italic>Wizard of Oz</jats:italic> studies. To achieve transparency, the dialog is modeled explicitly, and the robot behavior can be configured. Furthermore, the modular architecture offers an interface for external features and sensors and is expandable to new robots and modalities.</jats:p>","lang":"eng"}],"publication":"Frontiers in Robotics and AI","doi":"10.3389/frobt.2023.1245501","language":[{"iso":"eng"}],"intvolume":"        10","article_type":"original","date_updated":"2023-12-07T12:09:41Z","publication_status":"published","author":[{"full_name":"Groß, André","last_name":"Groß","first_name":"André"},{"full_name":"Schütze, Christian","last_name":"Schütze","first_name":"Christian"},{"first_name":"Mara","last_name":"Brandt","full_name":"Brandt, Mara"},{"full_name":"Wrede, Britta","first_name":"Britta","last_name":"Wrede"},{"first_name":"Birte","last_name":"Richter","full_name":"Richter, Birte"}],"publication_identifier":{"issn":["2296-9144"]},"year":"2023","title":"RISE: an open-source architecture for interdisciplinary and reproducible human–robot interaction research","project":[{"_id":"109","grant_number":"438445824","name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren"},{"_id":"113","name":"TRR 318 - A3: TRR 318 - Subproject A3"},{"_id":"115","grant_number":"438445824","name":"TRR 318 - A05: TRR 318 - Echtzeitmessung der Aufmerksamkeit im Mensch-Roboter-Erklärdialog (Teilprojekt A05)"}],"citation":{"apa":"Groß, A., Schütze, C., Brandt, M., Wrede, B., &#38; Richter, B. (2023). RISE: an open-source architecture for interdisciplinary and reproducible human–robot interaction research. <i>Frontiers in Robotics and AI</i>, <i>10</i>. <a href=\"https://doi.org/10.3389/frobt.2023.1245501\">https://doi.org/10.3389/frobt.2023.1245501</a>","ieee":"A. Groß, C. Schütze, M. Brandt, B. Wrede, and B. Richter, “RISE: an open-source architecture for interdisciplinary and reproducible human–robot interaction research,” <i>Frontiers in Robotics and AI</i>, vol. 10, 2023, doi: <a href=\"https://doi.org/10.3389/frobt.2023.1245501\">10.3389/frobt.2023.1245501</a>.","short":"A. Groß, C. Schütze, M. Brandt, B. Wrede, B. Richter, Frontiers in Robotics and AI 10 (2023).","chicago":"Groß, André, Christian Schütze, Mara Brandt, Britta Wrede, and Birte Richter. “RISE: An Open-Source Architecture for Interdisciplinary and Reproducible Human–Robot Interaction Research.” <i>Frontiers in Robotics and AI</i> 10 (2023). <a href=\"https://doi.org/10.3389/frobt.2023.1245501\">https://doi.org/10.3389/frobt.2023.1245501</a>.","mla":"Groß, André, et al. “RISE: An Open-Source Architecture for Interdisciplinary and Reproducible Human–Robot Interaction Research.” <i>Frontiers in Robotics and AI</i>, vol. 10, Frontiers Media SA, 2023, doi:<a href=\"https://doi.org/10.3389/frobt.2023.1245501\">10.3389/frobt.2023.1245501</a>.","ama":"Groß A, Schütze C, Brandt M, Wrede B, Richter B. RISE: an open-source architecture for interdisciplinary and reproducible human–robot interaction research. <i>Frontiers in Robotics and AI</i>. 2023;10. doi:<a href=\"https://doi.org/10.3389/frobt.2023.1245501\">10.3389/frobt.2023.1245501</a>","bibtex":"@article{Groß_Schütze_Brandt_Wrede_Richter_2023, title={RISE: an open-source architecture for interdisciplinary and reproducible human–robot interaction research}, volume={10}, DOI={<a href=\"https://doi.org/10.3389/frobt.2023.1245501\">10.3389/frobt.2023.1245501</a>}, journal={Frontiers in Robotics and AI}, publisher={Frontiers Media SA}, author={Groß, André and Schütze, Christian and Brandt, Mara and Wrede, Britta and Richter, Birte}, year={2023} }"},"file_date_updated":"2023-12-07T09:18:55Z","volume":10,"ddc":["000"],"user_id":"93405","_id":"49516","publisher":"Frontiers Media SA","has_accepted_license":"1","status":"public"},{"project":[{"_id":"109","grant_number":"438445824","name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren"}],"citation":{"short":"C. Schulz, Navigationen – Zeitschrift Für Medien- Und Kulturwissenschaften  2 (2023) 65–75.","chicago":"Schulz, Christian. “From Mental Models to Algorithmic Imaginaries to Co-Constructive Mental Models.” <i>Navigationen – Zeitschrift Für Medien- Und Kulturwissenschaften </i> 2 (2023): 65–75. <a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>.","ieee":"C. Schulz, “From mental models to algorithmic imaginaries to co-constructive mental models,” <i>Navigationen – Zeitschrift für Medien- und Kulturwissenschaften </i>, vol. 2, pp. 65–75, 2023, doi: <a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>.","apa":"Schulz, C. (2023). From mental models to algorithmic imaginaries to co-constructive mental models. <i>Navigationen – Zeitschrift Für Medien- Und Kulturwissenschaften </i>, <i>2</i>, 65–75. <a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>","bibtex":"@article{Schulz_2023, title={From mental models to algorithmic imaginaries to co-constructive mental models}, volume={2}, DOI={<a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>}, journal={Navigationen – Zeitschrift für Medien- und Kulturwissenschaften }, publisher={Universi Verlag }, author={Schulz, Christian}, year={2023}, pages={65–75} }","ama":"Schulz C. From mental models to algorithmic imaginaries to co-constructive mental models. <i>Navigationen – Zeitschrift für Medien- und Kulturwissenschaften </i>. 2023;2:65-75. doi:<a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>","mla":"Schulz, Christian. “From Mental Models to Algorithmic Imaginaries to Co-Constructive Mental Models.” <i>Navigationen – Zeitschrift Für Medien- Und Kulturwissenschaften </i>, vol. 2, Universi Verlag , 2023, pp. 65–75, doi:<a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>."},"user_id":"72684","volume":2,"page":"65-75","_id":"51743","publisher":"Universi Verlag ","status":"public","type":"journal_article","department":[{"_id":"36"}],"date_created":"2024-02-22T14:04:03Z","publication":"Navigationen – Zeitschrift für Medien- und Kulturwissenschaften ","doi":"http://dx.doi.org/10.25819/ubsi/10428","language":[{"iso":"eng"}],"date_updated":"2024-02-22T15:34:37Z","publication_status":"published","intvolume":"         2","year":"2023","title":"From mental models to algorithmic imaginaries to co-constructive mental models","author":[{"first_name":"Christian","last_name":"Schulz","full_name":"Schulz, Christian","id":"72684"}],"publication_identifier":{"issn":["1619-1641"]}},{"language":[{"iso":"eng"}],"doi":"http://dx.doi.org/10.25819/ubsi/10428","year":"2023","title":"Tech/Imaginations – Introduction","publication_identifier":{"issn":["1619-1641"]},"author":[{"last_name":"Schulz","first_name":"Christian","full_name":"Schulz, Christian","id":"72684"},{"full_name":"Schröter, Jens","first_name":"Jens","last_name":"Schröter"}],"publication_status":"published","date_updated":"2024-02-22T15:34:23Z","intvolume":"         2","date_created":"2024-02-22T14:09:50Z","type":"journal_article","department":[{"_id":"757"}],"publication":"Navigationen – Zeitschrift für Medien- und Kulturwissenschaften ","page":"7-14","_id":"51744","publisher":"Universi Verlag ","user_id":"72684","volume":2,"status":"public","citation":{"ieee":"C. Schulz and J. Schröter, “Tech/Imaginations – Introduction,” <i>Navigationen – Zeitschrift für Medien- und Kulturwissenschaften </i>, vol. 2, pp. 7–14, 2023, doi: <a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>.","apa":"Schulz, C., &#38; Schröter, J. (2023). Tech/Imaginations – Introduction. <i>Navigationen – Zeitschrift Für Medien- Und Kulturwissenschaften </i>, <i>2</i>, 7–14. <a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>","mla":"Schulz, Christian, and Jens Schröter. “Tech/Imaginations – Introduction.” <i>Navigationen – Zeitschrift Für Medien- Und Kulturwissenschaften </i>, vol. 2, Universi Verlag , 2023, pp. 7–14, doi:<a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>.","bibtex":"@article{Schulz_Schröter_2023, title={Tech/Imaginations – Introduction}, volume={2}, DOI={<a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>}, journal={Navigationen – Zeitschrift für Medien- und Kulturwissenschaften }, publisher={Universi Verlag }, author={Schulz, Christian and Schröter, Jens}, year={2023}, pages={7–14} }","ama":"Schulz C, Schröter J. Tech/Imaginations – Introduction. <i>Navigationen – Zeitschrift für Medien- und Kulturwissenschaften </i>. 2023;2:7-14. doi:<a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>","short":"C. Schulz, J. Schröter, Navigationen – Zeitschrift Für Medien- Und Kulturwissenschaften  2 (2023) 7–14.","chicago":"Schulz, Christian, and Jens Schröter. “Tech/Imaginations – Introduction.” <i>Navigationen – Zeitschrift Für Medien- Und Kulturwissenschaften </i> 2 (2023): 7–14. <a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>."},"project":[{"name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren","grant_number":"438445824","_id":"109"}]},{"publication":"Navigationen – Zeitschrift für Medien- und Kulturwissenschaften ","date_created":"2024-02-22T13:58:20Z","type":"journal_editor","department":[{"_id":"757"}],"title":"Tech/Imaginations","year":"2023","publication_identifier":{"issn":["1619-1641"]},"date_updated":"2024-07-02T12:38:47Z","publication_status":"published","intvolume":"         2","language":[{"iso":"eng"}],"doi":"http://dx.doi.org/10.25819/ubsi/10428","citation":{"ieee":"C. Schulz, J. Schröter, and C. Ernst, Eds., <i>Tech/Imaginations</i>, vol. 2. Universi Verlag , 2023.","apa":"Tech/Imaginations. (2023). In C. Schulz, J. Schröter, &#38; C. Ernst (Eds.), <i>Navigationen – Zeitschrift für Medien- und Kulturwissenschaften </i> (Vol. 2). Universi Verlag . <a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>","chicago":"Schulz, Christian, Jens  Schröter, and Christoph  Ernst, eds. <i>Tech/Imaginations</i>. <i>Navigationen – Zeitschrift Für Medien- Und Kulturwissenschaften </i>. Vol. 2. Universi Verlag , 2023. <a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>.","short":"C. Schulz, J. Schröter, C. Ernst, eds., Tech/Imaginations, Universi Verlag , 2023.","mla":"Schulz, Christian, et al., editors. “Tech/Imaginations.” <i>Navigationen – Zeitschrift Für Medien- Und Kulturwissenschaften </i>, vol. 2, Universi Verlag , 2023, doi:<a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>.","bibtex":"@book{Schulz_Schröter_Ernst_2023, title={Tech/Imaginations}, volume={2}, DOI={<a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>}, journal={Navigationen – Zeitschrift für Medien- und Kulturwissenschaften }, publisher={Universi Verlag }, year={2023} }","ama":"Schulz C, Schröter J, Ernst C, eds. <i>Tech/Imaginations</i>. Vol 2. Universi Verlag ; 2023. doi:<a href=\"http://dx.doi.org/10.25819/ubsi/10428\">http://dx.doi.org/10.25819/ubsi/10428</a>"},"project":[{"grant_number":"438445824","_id":"109","name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren"}],"status":"public","page":"196","publisher":"Universi Verlag ","_id":"51741","user_id":"72684","editor":[{"id":"72684","first_name":"Christian","last_name":"Schulz","full_name":"Schulz, Christian"},{"full_name":"Schröter, Jens ","first_name":"Jens ","last_name":"Schröter"},{"full_name":"Ernst, Christoph ","first_name":"Christoph ","last_name":"Ernst"}],"volume":2},{"publication_status":"unpublished","date_updated":"2024-08-14T06:15:04Z","author":[{"full_name":"Beer, Fabian ","first_name":"Fabian ","last_name":"Beer"},{"last_name":"Schulz","first_name":"Christian","full_name":"Schulz, Christian","id":"72684"}],"year":"2023","title":"The Return of Black Box Theory in Explainable AI","status":"public","user_id":"72684","language":[{"iso":"eng"}],"_id":"51767","project":[{"name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren","_id":"109","grant_number":"438445824"}],"citation":{"short":"F. Beer, C. Schulz, in: 4S Conference (Society for the Social Studies of Science), Honolulu/Hawaii, November 9, n.d.","chicago":"Beer, Fabian , and Christian Schulz. “The Return of Black Box Theory in Explainable AI.” In <i>4S Conference (Society for the Social Studies of Science), Honolulu/Hawaii, November 9</i>, n.d.","apa":"Beer, F., &#38; Schulz, C. (n.d.). The Return of Black Box Theory in Explainable AI. <i>4S Conference (Society for the Social Studies of Science), Honolulu/Hawaii, November 9</i>.","ieee":"F. Beer and C. Schulz, “The Return of Black Box Theory in Explainable AI.”","ama":"Beer F, Schulz C. The Return of Black Box Theory in Explainable AI. In: <i>4S Conference (Society for the Social Studies of Science), Honolulu/Hawaii, November 9</i>.","bibtex":"@inproceedings{Beer_Schulz, title={The Return of Black Box Theory in Explainable AI}, booktitle={4S Conference (Society for the Social Studies of Science), Honolulu/Hawaii, November 9}, author={Beer, Fabian  and Schulz, Christian} }","mla":"Beer, Fabian, and Christian Schulz. “The Return of Black Box Theory in Explainable AI.” <i>4S Conference (Society for the Social Studies of Science), Honolulu/Hawaii, November 9</i>."},"publication":"4S Conference (Society for the Social Studies of Science), Honolulu/Hawaii, November 9","department":[{"_id":"660"}],"type":"conference","date_created":"2024-02-22T15:15:20Z"},{"issue":"12","publication":"Machine Learning","abstract":[{"text":"<jats:title>Abstract</jats:title><jats:p>Explainable artificial intelligence has mainly focused on static learning scenarios so far. We are interested in dynamic scenarios where data is sampled progressively, and learning is done in an incremental rather than a batch mode. We seek efficient incremental algorithms for computing feature importance (FI). Permutation feature importance (PFI) is a well-established model-agnostic measure to obtain global FI based on feature marginalization of absent features. We propose an efficient, model-agnostic algorithm called iPFI to estimate this measure incrementally and under dynamic modeling conditions including concept drift. We prove theoretical guarantees on the approximation quality in terms of expectation and variance. To validate our theoretical findings and the efficacy of our approaches in incremental scenarios dealing with streaming data rather than traditional batch settings, we conduct multiple experimental studies on benchmark data with and without concept drift.</jats:p>","lang":"eng"}],"date_created":"2024-01-05T21:52:28Z","department":[{"_id":"660"}],"keyword":["Artificial Intelligence","Software"],"type":"journal_article","author":[{"full_name":"Fumagalli, Fabian","first_name":"Fabian","last_name":"Fumagalli"},{"full_name":"Muschalik, Maximilian","last_name":"Muschalik","first_name":"Maximilian"},{"last_name":"Hüllermeier","first_name":"Eyke","full_name":"Hüllermeier, Eyke"},{"last_name":"Hammer","first_name":"Barbara","full_name":"Hammer, Barbara"}],"publication_identifier":{"issn":["0885-6125","1573-0565"]},"title":"Incremental permutation feature importance (iPFI): towards online explanations on data streams","year":"2023","intvolume":"       112","publication_status":"published","date_updated":"2025-01-16T16:20:12Z","language":[{"iso":"eng"}],"doi":"10.1007/s10994-023-06385-y","citation":{"mla":"Fumagalli, Fabian, et al. “Incremental Permutation Feature Importance (IPFI): Towards Online Explanations on Data Streams.” <i>Machine Learning</i>, vol. 112, no. 12, Springer Science and Business Media LLC, 2023, pp. 4863–903, doi:<a href=\"https://doi.org/10.1007/s10994-023-06385-y\">10.1007/s10994-023-06385-y</a>.","bibtex":"@article{Fumagalli_Muschalik_Hüllermeier_Hammer_2023, title={Incremental permutation feature importance (iPFI): towards online explanations on data streams}, volume={112}, DOI={<a href=\"https://doi.org/10.1007/s10994-023-06385-y\">10.1007/s10994-023-06385-y</a>}, number={12}, journal={Machine Learning}, publisher={Springer Science and Business Media LLC}, author={Fumagalli, Fabian and Muschalik, Maximilian and Hüllermeier, Eyke and Hammer, Barbara}, year={2023}, pages={4863–4903} }","ama":"Fumagalli F, Muschalik M, Hüllermeier E, Hammer B. Incremental permutation feature importance (iPFI): towards online explanations on data streams. <i>Machine Learning</i>. 2023;112(12):4863-4903. doi:<a href=\"https://doi.org/10.1007/s10994-023-06385-y\">10.1007/s10994-023-06385-y</a>","ieee":"F. Fumagalli, M. Muschalik, E. Hüllermeier, and B. Hammer, “Incremental permutation feature importance (iPFI): towards online explanations on data streams,” <i>Machine Learning</i>, vol. 112, no. 12, pp. 4863–4903, 2023, doi: <a href=\"https://doi.org/10.1007/s10994-023-06385-y\">10.1007/s10994-023-06385-y</a>.","apa":"Fumagalli, F., Muschalik, M., Hüllermeier, E., &#38; Hammer, B. (2023). Incremental permutation feature importance (iPFI): towards online explanations on data streams. <i>Machine Learning</i>, <i>112</i>(12), 4863–4903. <a href=\"https://doi.org/10.1007/s10994-023-06385-y\">https://doi.org/10.1007/s10994-023-06385-y</a>","short":"F. Fumagalli, M. Muschalik, E. Hüllermeier, B. Hammer, Machine Learning 112 (2023) 4863–4903.","chicago":"Fumagalli, Fabian, Maximilian Muschalik, Eyke Hüllermeier, and Barbara Hammer. “Incremental Permutation Feature Importance (IPFI): Towards Online Explanations on Data Streams.” <i>Machine Learning</i> 112, no. 12 (2023): 4863–4903. <a href=\"https://doi.org/10.1007/s10994-023-06385-y\">https://doi.org/10.1007/s10994-023-06385-y</a>."},"project":[{"name":"TRR 318 - C3: TRR 318 - Subproject C3","_id":"126"},{"_id":"117","name":"TRR 318 - C: TRR 318 - Project Area C"},{"name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren","grant_number":"438445824","_id":"109"}],"status":"public","publisher":"Springer Science and Business Media LLC","_id":"50262","page":"4863-4903","volume":112,"user_id":"93420"},{"_id":"48778","language":[{"iso":"eng"}],"user_id":"93420","doi":"10.1007/978-3-031-44064-9_11","status":"public","title":"iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios","year":"2023","publication_identifier":{"eisbn":["1865-0937"],"isbn":["9783031440632"],"eissn":["9783031440649"],"issn":["1865-0929"]},"author":[{"last_name":"Muschalik","first_name":"Maximilian","full_name":"Muschalik, Maximilian"},{"first_name":"Fabian","last_name":"Fumagalli","full_name":"Fumagalli, Fabian","id":"93420"},{"first_name":"Rohit","last_name":"Jagtani","full_name":"Jagtani, Rohit"},{"last_name":"Hammer","first_name":"Barbara","full_name":"Hammer, Barbara"},{"id":"48129","first_name":"Eyke","last_name":"Huellermeier","full_name":"Huellermeier, Eyke"}],"publication_status":"published","date_updated":"2025-09-11T16:14:34Z","date_created":"2023-11-10T14:17:17Z","type":"conference","department":[{"_id":"660"}],"publication":"Proceedings of the World Conference on Explainable Artificial Intelligence (xAI)","citation":{"bibtex":"@inproceedings{Muschalik_Fumagalli_Jagtani_Hammer_Huellermeier_2023, title={iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-44064-9_11\">10.1007/978-3-031-44064-9_11</a>}, booktitle={Proceedings of the World Conference on Explainable Artificial Intelligence (xAI)}, author={Muschalik, Maximilian and Fumagalli, Fabian and Jagtani, Rohit and Hammer, Barbara and Huellermeier, Eyke}, year={2023} }","ama":"Muschalik M, Fumagalli F, Jagtani R, Hammer B, Huellermeier E. iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios. In: <i>Proceedings of the World Conference on Explainable Artificial Intelligence (XAI)</i>. ; 2023. doi:<a href=\"https://doi.org/10.1007/978-3-031-44064-9_11\">10.1007/978-3-031-44064-9_11</a>","mla":"Muschalik, Maximilian, et al. “IPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios.” <i>Proceedings of the World Conference on Explainable Artificial Intelligence (XAI)</i>, 2023, doi:<a href=\"https://doi.org/10.1007/978-3-031-44064-9_11\">10.1007/978-3-031-44064-9_11</a>.","short":"M. Muschalik, F. Fumagalli, R. Jagtani, B. Hammer, E. Huellermeier, in: Proceedings of the World Conference on Explainable Artificial Intelligence (XAI), 2023.","chicago":"Muschalik, Maximilian, Fabian Fumagalli, Rohit Jagtani, Barbara Hammer, and Eyke Huellermeier. “IPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios.” In <i>Proceedings of the World Conference on Explainable Artificial Intelligence (XAI)</i>, 2023. <a href=\"https://doi.org/10.1007/978-3-031-44064-9_11\">https://doi.org/10.1007/978-3-031-44064-9_11</a>.","ieee":"M. Muschalik, F. Fumagalli, R. Jagtani, B. Hammer, and E. Huellermeier, “iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios,” 2023, doi: <a href=\"https://doi.org/10.1007/978-3-031-44064-9_11\">10.1007/978-3-031-44064-9_11</a>.","apa":"Muschalik, M., Fumagalli, F., Jagtani, R., Hammer, B., &#38; Huellermeier, E. (2023). iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios. <i>Proceedings of the World Conference on Explainable Artificial Intelligence (XAI)</i>. <a href=\"https://doi.org/10.1007/978-3-031-44064-9_11\">https://doi.org/10.1007/978-3-031-44064-9_11</a>"},"project":[{"_id":"126","name":"TRR 318 - C3: TRR 318 - Subproject C3"},{"name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren","_id":"109"},{"name":"TRR 318 - C: TRR 318 - Project Area C","_id":"117"}]},{"project":[{"name":"TRR 318 - C3: TRR 318 - Subproject C3","_id":"126"},{"name":"TRR 318 - C: TRR 318 - Project Area C","_id":"117"},{"_id":"109","name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren"}],"publication":"Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD)","citation":{"chicago":"Muschalik, Maximilian, Fabian Fumagalli, Barbara Hammer, and Eyke Huellermeier. “ISAGE: An Incremental Version of SAGE for Online Explanation on Data Streams.” In <i>Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD)</i>. Springer Nature Switzerland, 2023. <a href=\"https://doi.org/10.1007/978-3-031-43418-1_26\">https://doi.org/10.1007/978-3-031-43418-1_26</a>.","short":"M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, in: Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD), Springer Nature Switzerland, 2023.","ieee":"M. Muschalik, F. Fumagalli, B. Hammer, and E. Huellermeier, “iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams,” in <i>Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD)</i>, Springer Nature Switzerland, 2023.","apa":"Muschalik, M., Fumagalli, F., Hammer, B., &#38; Huellermeier, E. (2023). iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams. In <i>Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD)</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-031-43418-1_26\">https://doi.org/10.1007/978-3-031-43418-1_26</a>","bibtex":"@inbook{Muschalik_Fumagalli_Hammer_Huellermeier_2023, title={iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-43418-1_26\">10.1007/978-3-031-43418-1_26</a>}, booktitle={Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD)}, publisher={Springer Nature Switzerland}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2023} }","ama":"Muschalik M, Fumagalli F, Hammer B, Huellermeier E. iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams. In: <i>Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD)</i>. Springer Nature Switzerland; 2023. doi:<a href=\"https://doi.org/10.1007/978-3-031-43418-1_26\">10.1007/978-3-031-43418-1_26</a>","mla":"Muschalik, Maximilian, et al. “ISAGE: An Incremental Version of SAGE for Online Explanation on Data Streams.” <i>Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD)</i>, Springer Nature Switzerland, 2023, doi:<a href=\"https://doi.org/10.1007/978-3-031-43418-1_26\">10.1007/978-3-031-43418-1_26</a>."},"type":"book_chapter","department":[{"_id":"660"}],"date_created":"2023-11-10T14:11:20Z","date_updated":"2025-09-11T16:27:26Z","publication_status":"published","status":"public","year":"2023","title":"iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams","author":[{"first_name":"Maximilian","last_name":"Muschalik","full_name":"Muschalik, Maximilian"},{"id":"93420","full_name":"Fumagalli, Fabian","last_name":"Fumagalli","first_name":"Fabian"},{"first_name":"Barbara","last_name":"Hammer","full_name":"Hammer, Barbara"},{"full_name":"Huellermeier, Eyke","first_name":"Eyke","last_name":"Huellermeier","id":"48129"}],"publication_identifier":{"isbn":["9783031434174"],"eissn":["1611-3349"],"eisbn":["9783031434181"],"issn":["0302-9743"]},"doi":"10.1007/978-3-031-43418-1_26","user_id":"93420","_id":"48776","publisher":"Springer Nature Switzerland","language":[{"iso":"eng"}]},{"date_created":"2023-11-10T14:00:08Z","department":[{"_id":"660"}],"type":"conference","citation":{"bibtex":"@inproceedings{Fumagalli_Muschalik_Hüllermeier_Hammer_2023, title={On Feature Removal for Explainability in Dynamic Environments}, DOI={<a href=\"https://doi.org/10.14428/ESANN/2023.ES2023-148\">10.14428/ESANN/2023.ES2023-148</a>}, booktitle={Proceedings of the European Symposium on Artificial Neural Networks (ESANN)}, author={Fumagalli, Fabian and Muschalik, Maximilian and Hüllermeier, Eyke and Hammer, Barbara}, year={2023} }","chicago":"Fumagalli, Fabian, Maximilian Muschalik, Eyke Hüllermeier, and Barbara Hammer. “On Feature Removal for Explainability in Dynamic Environments.” In <i>Proceedings of the European Symposium on Artificial Neural Networks (ESANN)</i>, 2023. <a href=\"https://doi.org/10.14428/ESANN/2023.ES2023-148\">https://doi.org/10.14428/ESANN/2023.ES2023-148</a>.","ama":"Fumagalli F, Muschalik M, Hüllermeier E, Hammer B. On Feature Removal for Explainability in Dynamic Environments. In: <i>Proceedings of the European Symposium on Artificial Neural Networks (ESANN)</i>. ; 2023. doi:<a href=\"https://doi.org/10.14428/ESANN/2023.ES2023-148\">10.14428/ESANN/2023.ES2023-148</a>","short":"F. Fumagalli, M. Muschalik, E. Hüllermeier, B. Hammer, in: Proceedings of the European Symposium on Artificial Neural Networks (ESANN), 2023.","ieee":"F. Fumagalli, M. Muschalik, E. Hüllermeier, and B. Hammer, “On Feature Removal for Explainability in Dynamic Environments,” presented at the ESANN 2023 - European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges (Belgium) and online, 2023, doi: <a href=\"https://doi.org/10.14428/ESANN/2023.ES2023-148\">10.14428/ESANN/2023.ES2023-148</a>.","mla":"Fumagalli, Fabian, et al. “On Feature Removal for Explainability in Dynamic Environments.” <i>Proceedings of the European Symposium on Artificial Neural Networks (ESANN)</i>, 2023, doi:<a href=\"https://doi.org/10.14428/ESANN/2023.ES2023-148\">10.14428/ESANN/2023.ES2023-148</a>.","apa":"Fumagalli, F., Muschalik, M., Hüllermeier, E., &#38; Hammer, B. (2023). On Feature Removal for Explainability in Dynamic Environments. <i>Proceedings of the European Symposium on Artificial Neural Networks (ESANN)</i>. ESANN 2023 - European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges (Belgium) and online. <a href=\"https://doi.org/10.14428/ESANN/2023.ES2023-148\">https://doi.org/10.14428/ESANN/2023.ES2023-148</a>"},"publication":"Proceedings of the European Symposium on Artificial Neural Networks (ESANN)","project":[{"_id":"126","name":"TRR 318 - C3: TRR 318 - Subproject C3"},{"name":"TRR 318 - C: TRR 318 - Project Area C","_id":"117"},{"name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren","_id":"109"}],"_id":"48775","language":[{"iso":"eng"}],"doi":"10.14428/ESANN/2023.ES2023-148","user_id":"93420","conference":{"location":"Bruges (Belgium) and online","name":"ESANN 2023 - European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning"},"author":[{"full_name":"Fumagalli, Fabian","last_name":"Fumagalli","first_name":"Fabian","id":"93420"},{"full_name":"Muschalik, Maximilian","first_name":"Maximilian","last_name":"Muschalik"},{"id":"48129","first_name":"Eyke","last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke"},{"last_name":"Hammer","first_name":"Barbara","full_name":"Hammer, Barbara"}],"publication_identifier":{"unknown":[" 978-2-87587-088-9"]},"year":"2023","status":"public","title":"On Feature Removal for Explainability in Dynamic Environments","date_updated":"2025-09-11T16:26:21Z","publication_status":"published"},{"date_created":"2024-03-01T14:15:31Z","department":[{"_id":"660"}],"type":"conference","citation":{"bibtex":"@inproceedings{Fumagalli_Muschalik_Kolpaczki_Hüllermeier_Hammer_2023, title={SHAP-IQ: Unified Approximation of any-order Shapley Interactions}, volume={36}, booktitle={Advances in Neural Information Processing Systems (NeurIPS)}, author={Fumagalli, Fabian and Muschalik, Maximilian and Kolpaczki, Patrick and Hüllermeier, Eyke and Hammer, Barbara}, year={2023}, pages={11515--11551} }","ama":"Fumagalli F, Muschalik M, Kolpaczki P, Hüllermeier E, Hammer B. SHAP-IQ: Unified Approximation of any-order Shapley Interactions. In: <i>Advances in Neural Information Processing Systems (NeurIPS)</i>. Vol 36. ; 2023:11515--11551.","mla":"Fumagalli, Fabian, et al. “SHAP-IQ: Unified Approximation of Any-Order Shapley Interactions.” <i>Advances in Neural Information Processing Systems (NeurIPS)</i>, vol. 36, 2023, pp. 11515--11551.","chicago":"Fumagalli, Fabian, Maximilian Muschalik, Patrick Kolpaczki, Eyke Hüllermeier, and Barbara Hammer. “SHAP-IQ: Unified Approximation of Any-Order Shapley Interactions.” In <i>Advances in Neural Information Processing Systems (NeurIPS)</i>, 36:11515--11551, 2023.","short":"F. Fumagalli, M. Muschalik, P. Kolpaczki, E. Hüllermeier, B. Hammer, in: Advances in Neural Information Processing Systems (NeurIPS), 2023, pp. 11515--11551.","ieee":"F. Fumagalli, M. Muschalik, P. Kolpaczki, E. Hüllermeier, and B. Hammer, “SHAP-IQ: Unified Approximation of any-order Shapley Interactions,” in <i>Advances in Neural Information Processing Systems (NeurIPS)</i>, 2023, vol. 36, pp. 11515--11551.","apa":"Fumagalli, F., Muschalik, M., Kolpaczki, P., Hüllermeier, E., &#38; Hammer, B. (2023). SHAP-IQ: Unified Approximation of any-order Shapley Interactions. <i>Advances in Neural Information Processing Systems (NeurIPS)</i>, <i>36</i>, 11515--11551."},"publication":"Advances in Neural Information Processing Systems (NeurIPS)","project":[{"name":"TRR 318 - C3: TRR 318 - Subproject C3","_id":"126"},{"name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren","_id":"109"},{"_id":"117","name":"TRR 318 - C: TRR 318 - Project Area C"}],"language":[{"iso":"eng"}],"_id":"52230","page":"11515--11551","volume":36,"user_id":"93420","author":[{"id":"93420","last_name":"Fumagalli","first_name":"Fabian","full_name":"Fumagalli, Fabian"},{"first_name":"Maximilian","last_name":"Muschalik","full_name":"Muschalik, Maximilian"},{"first_name":"Patrick","last_name":"Kolpaczki","full_name":"Kolpaczki, Patrick"},{"full_name":"Hüllermeier, Eyke","first_name":"Eyke","last_name":"Hüllermeier","id":"48129"},{"first_name":"Barbara","last_name":"Hammer","full_name":"Hammer, Barbara"}],"status":"public","year":"2023","title":"SHAP-IQ: Unified Approximation of any-order Shapley Interactions","intvolume":"        36","date_updated":"2025-09-11T16:18:16Z"},{"status":"public","user_id":"102524","volume":36,"_id":"48603","publisher":"Springer Science and Business Media LLC","quality_controlled":"1","project":[{"_id":"109","name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren"},{"_id":"370","name":"TRR 318; TP B06: Ethik und Normativität der erklärbaren KI"}],"citation":{"bibtex":"@article{Reijers_2023, title={Technology and Civic Virtue}, volume={36}, DOI={<a href=\"https://doi.org/10.1007/s13347-023-00669-w\">10.1007/s13347-023-00669-w</a>}, number={471}, journal={Philosophy &#38; Technology}, publisher={Springer Science and Business Media LLC}, author={Reijers, Wessel}, year={2023} }","ama":"Reijers W. Technology and Civic Virtue. <i>Philosophy &#38; Technology</i>. 2023;36(4). doi:<a href=\"https://doi.org/10.1007/s13347-023-00669-w\">10.1007/s13347-023-00669-w</a>","mla":"Reijers, Wessel. “Technology and Civic Virtue.” <i>Philosophy &#38; Technology</i>, vol. 36, no. 4, 71, Springer Science and Business Media LLC, 2023, doi:<a href=\"https://doi.org/10.1007/s13347-023-00669-w\">10.1007/s13347-023-00669-w</a>.","short":"W. Reijers, Philosophy &#38; Technology 36 (2023).","chicago":"Reijers, Wessel. “Technology and Civic Virtue.” <i>Philosophy &#38; Technology</i> 36, no. 4 (2023). <a href=\"https://doi.org/10.1007/s13347-023-00669-w\">https://doi.org/10.1007/s13347-023-00669-w</a>.","ieee":"W. Reijers, “Technology and Civic Virtue,” <i>Philosophy &#38; Technology</i>, vol. 36, no. 4, Art. no. 71, 2023, doi: <a href=\"https://doi.org/10.1007/s13347-023-00669-w\">10.1007/s13347-023-00669-w</a>.","apa":"Reijers, W. (2023). Technology and Civic Virtue. <i>Philosophy &#38; Technology</i>, <i>36</i>(4), Article 71. <a href=\"https://doi.org/10.1007/s13347-023-00669-w\">https://doi.org/10.1007/s13347-023-00669-w</a>"},"oa":"1","date_updated":"2025-09-22T10:03:57Z","publication_status":"published","intvolume":"        36","article_type":"original","title":"Technology and Civic Virtue","year":"2023","publication_identifier":{"issn":["2210-5433","2210-5441"]},"author":[{"full_name":"Reijers, Wessel","orcid":"0000-0003-2505-1587","last_name":"Reijers","first_name":"Wessel","id":"102524"}],"doi":"10.1007/s13347-023-00669-w","main_file_link":[{"open_access":"1","url":"https://link.springer.com/article/10.1007/s13347-023-00669-w"}],"article_number":"71","language":[{"iso":"eng"}],"abstract":[{"lang":"eng","text":"<jats:title>Abstract</jats:title><jats:p>Today, a major technological trend is the increasing focus on the person: technical systems personalize, customize, and tailor to the person in both beneficial and troubling ways. This trend has moved beyond the realm of commerce and has become a matter of public governance, where systems for citizen risk scoring, predictive policing, and social credit scores proliferate. What these systems have in common is that they may target the person and her ethical and political dispositions, her virtues. Virtue ethics is the most appropriate approach for evaluating the impacts of these new systems, which has translated in a revival of talk about virtue in technology ethics. Yet, the focus on individual dispositions has rightly been criticized for lacking a concern with the political collective and institutional structures. This paper advocates a new direction of research into civic virtue, which is situated in between personal dispositions and structures of governance. First, it surveys the discourse on virtue ethics of technology, emphasizing its neglect of the political dimension of impacts of emerging technologies. Second, it presents a pluralist conception of civic virtue that enables us to scrutinize the impact of technology on civic virtue on three different levels of reciprocal reputation building, the cultivation of internal goods, and excellence in the public sphere. Third, it illustrates the benefits of this conceptions by discussing some paradigmatic examples of emerging technologies that aim to cultivate civic virtue.</jats:p>"}],"issue":"4","publication":"Philosophy & Technology","type":"journal_article","keyword":["History and Philosophy of Science","Philosophy"],"department":[{"_id":"11"}],"date_created":"2023-11-03T13:36:40Z"},{"publication_identifier":{"issn":["0933-1875","1610-1987"]},"author":[{"first_name":"Maximilian","last_name":"Muschalik","full_name":"Muschalik, Maximilian"},{"id":"93420","first_name":"Fabian","last_name":"Fumagalli","full_name":"Fumagalli, Fabian"},{"full_name":"Hammer, Barbara","first_name":"Barbara","last_name":"Hammer"},{"first_name":"Eyke","last_name":"Huellermeier","full_name":"Huellermeier, Eyke","id":"48129"}],"title":"Agnostic Explanation of Model Change based on Feature Importance","year":"2022","intvolume":"        36","date_updated":"2025-01-16T16:19:35Z","publication_status":"published","language":[{"iso":"eng"}],"doi":"10.1007/s13218-022-00766-6","issue":"3-4","publication":"KI - Künstliche Intelligenz","abstract":[{"text":"Explainable Artificial Intelligence (XAI) has mainly focused on static learning tasks so far. In this paper, we consider XAI in the context of online learning in dynamic environments, such as learning from real-time data streams, where models are learned incrementally and continuously adapted over the course of time. More specifically, we motivate the problem of explaining model change, i.e. explaining the difference between models before and after adaptation, instead of the models themselves. In this regard, we provide the first efficient model-agnostic approach to dynamically detecting, quantifying, and explaining significant model changes. Our approach is based on an adaptation of the well-known Permutation Feature Importance (PFI) measure. It includes two hyperparameters that control the sensitivity and directly influence explanation frequency, so that a human user can adjust the method to individual requirements and application needs. We assess and validate our method’s efficacy on illustrative synthetic data streams with three popular model classes.","lang":"eng"}],"date_created":"2023-11-10T14:21:06Z","department":[{"_id":"660"}],"keyword":["Artificial Intelligence"],"type":"journal_article","status":"public","_id":"48780","publisher":"Springer Science and Business Media LLC","page":"211-224","volume":36,"user_id":"93420","citation":{"ieee":"M. Muschalik, F. Fumagalli, B. Hammer, and E. Huellermeier, “Agnostic Explanation of Model Change based on Feature Importance,” <i>KI - Künstliche Intelligenz</i>, vol. 36, no. 3–4, pp. 211–224, 2022, doi: <a href=\"https://doi.org/10.1007/s13218-022-00766-6\">10.1007/s13218-022-00766-6</a>.","apa":"Muschalik, M., Fumagalli, F., Hammer, B., &#38; Huellermeier, E. (2022). Agnostic Explanation of Model Change based on Feature Importance. <i>KI - Künstliche Intelligenz</i>, <i>36</i>(3–4), 211–224. <a href=\"https://doi.org/10.1007/s13218-022-00766-6\">https://doi.org/10.1007/s13218-022-00766-6</a>","short":"M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, KI - Künstliche Intelligenz 36 (2022) 211–224.","chicago":"Muschalik, Maximilian, Fabian Fumagalli, Barbara Hammer, and Eyke Huellermeier. “Agnostic Explanation of Model Change Based on Feature Importance.” <i>KI - Künstliche Intelligenz</i> 36, no. 3–4 (2022): 211–24. <a href=\"https://doi.org/10.1007/s13218-022-00766-6\">https://doi.org/10.1007/s13218-022-00766-6</a>.","mla":"Muschalik, Maximilian, et al. “Agnostic Explanation of Model Change Based on Feature Importance.” <i>KI - Künstliche Intelligenz</i>, vol. 36, no. 3–4, Springer Science and Business Media LLC, 2022, pp. 211–24, doi:<a href=\"https://doi.org/10.1007/s13218-022-00766-6\">10.1007/s13218-022-00766-6</a>.","bibtex":"@article{Muschalik_Fumagalli_Hammer_Huellermeier_2022, title={Agnostic Explanation of Model Change based on Feature Importance}, volume={36}, DOI={<a href=\"https://doi.org/10.1007/s13218-022-00766-6\">10.1007/s13218-022-00766-6</a>}, number={3–4}, journal={KI - Künstliche Intelligenz}, publisher={Springer Science and Business Media LLC}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2022}, pages={211–224} }","ama":"Muschalik M, Fumagalli F, Hammer B, Huellermeier E. Agnostic Explanation of Model Change based on Feature Importance. <i>KI - Künstliche Intelligenz</i>. 2022;36(3-4):211-224. doi:<a href=\"https://doi.org/10.1007/s13218-022-00766-6\">10.1007/s13218-022-00766-6</a>"},"project":[{"name":"TRR 318 - C3: TRR 318 - Subproject C3","_id":"126"},{"name":"TRR 318 - C: TRR 318 - Project Area C","_id":"117"},{"_id":"109","grant_number":"438445824","name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren"}]},{"file":[{"date_updated":"2023-11-20T16:33:51Z","relation":"main_file","file_size":626217,"access_level":"open_access","file_name":"2020-12-01_explainability_final_version.pdf","content_type":"application/pdf","file_id":"49081","creator":"haebumb","date_created":"2023-11-20T16:33:51Z"}],"date_created":"2021-09-14T20:52:57Z","keyword":["Explainability","process ofexplaining andunderstanding","explainable artificial systems"],"type":"journal_article","department":[{"_id":"603"},{"_id":"749"},{"_id":"424"},{"_id":"67"},{"_id":"574"},{"_id":"184"},{"_id":"757"},{"_id":"54"},{"_id":"178"}],"publication":"IEEE Transactions on Cognitive and Developmental Systems","issue":"3","abstract":[{"text":"One objective of current research in explainable intelligent systems is to implement social aspects in order to increase the relevance of explanations. 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"}],"language":[{"iso":"eng"}],"doi":"10.1109/tcds.2020.3044366","year":"2021","title":"Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems","publication_identifier":{"issn":["2379-8920","2379-8939"]},"author":[{"id":"50352","full_name":"Rohlfing, Katharina J.","last_name":"Rohlfing","first_name":"Katharina J."},{"full_name":"Cimiano, Philipp","last_name":"Cimiano","first_name":"Philipp"},{"orcid":"0000-0003-2364-9489","last_name":"Scharlau","first_name":"Ingrid","full_name":"Scharlau, Ingrid","id":"451"},{"full_name":"Matzner, Tobias","first_name":"Tobias","last_name":"Matzner","id":"65695"},{"id":"27152","full_name":"Buhl, Heike M.","last_name":"Buhl","first_name":"Heike M."},{"full_name":"Buschmeier, Hendrik","first_name":"Hendrik","last_name":"Buschmeier"},{"full_name":"Esposito, Elena","first_name":"Elena","last_name":"Esposito"},{"id":"57578","last_name":"Grimminger","first_name":"Angela","full_name":"Grimminger, Angela"},{"full_name":"Hammer, Barbara","first_name":"Barbara","last_name":"Hammer"},{"id":"242","full_name":"Haeb-Umbach, Reinhold","first_name":"Reinhold","last_name":"Haeb-Umbach"},{"first_name":"Ilona","last_name":"Horwath","full_name":"Horwath, Ilona","id":"68836"},{"full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier","first_name":"Eyke","id":"48129"},{"last_name":"Kern","first_name":"Friederike","full_name":"Kern, Friederike"},{"first_name":"Stefan","last_name":"Kopp","full_name":"Kopp, Stefan"},{"id":"72497","full_name":"Thommes, Kirsten","last_name":"Thommes","first_name":"Kirsten"},{"full_name":"Ngonga Ngomo, Axel-Cyrille","last_name":"Ngonga Ngomo","first_name":"Axel-Cyrille","id":"65716"},{"id":"60311","full_name":"Schulte, Carsten","first_name":"Carsten","last_name":"Schulte"},{"id":"3900","last_name":"Wachsmuth","first_name":"Henning","full_name":"Wachsmuth, Henning"},{"full_name":"Wagner, Petra","first_name":"Petra","last_name":"Wagner"},{"first_name":"Britta","last_name":"Wrede","full_name":"Wrede, Britta"}],"date_updated":"2023-12-05T10:15:02Z","publication_status":"published","intvolume":"        13","article_type":"original","oa":"1","file_date_updated":"2023-11-20T16:33:51Z","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>.","chicago":"Rohlfing, Katharina J., Philipp Cimiano, Ingrid Scharlau, Tobias Matzner, Heike M. Buhl, Hendrik Buschmeier, Elena Esposito, 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> 13, no. 3 (2021): 717–28. <a href=\"https://doi.org/10.1109/tcds.2020.3044366\">https://doi.org/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. Wrede, IEEE Transactions on Cognitive and Developmental Systems 13 (2021) 717–728.","ieee":"K. J. Rohlfing <i>et al.</i>, “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, pp. 717–728, 2021, doi: <a href=\"https://doi.org/10.1109/tcds.2020.3044366\">10.1109/tcds.2020.3044366</a>.","apa":"Rohlfing, K. J., Cimiano, P., Scharlau, I., Matzner, T., Buhl, H. M., Buschmeier, H., Esposito, E., Grimminger, A., Hammer, B., Haeb-Umbach, R., Horwath, I., Hüllermeier, E., Kern, F., Kopp, S., Thommes, K., Ngonga Ngomo, A.-C., Schulte, C., Wachsmuth, H., Wagner, P., &#38; Wrede, B. (2021). 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>"},"quality_controlled":"1","project":[{"name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren","_id":"109","grant_number":"438445824"}],"page":"717-728","_id":"24456","ddc":["300"],"user_id":"42933","volume":13,"status":"public","has_accepted_license":"1"}]