Emotion-adaptive Systems
Overview
AI-based, digital technologies will shape the way we work, learn, and live. We collaborate via digital platforms like MS Teams and Slack, meet with zoom, and use Mixed Reality to interact virtually. This will change our traditional work activities. Further, we will learn with learning management systems and apps. Artificial intelligence will provide us with an intelligent experience and integrate these applications into continous environments.
While we change our activities, this has also impact on human emotions. Their handling in these environments is challenging with complex emotional experiences. This can lead to negative effects on the personal performance, collaboration, and well-being.
However, AI technologis provide us with the opportunity to recognize human emotions via human expressions such as text, speech, or biosignals. We can leverage this emotional information to support humans in their digital work and learning activities. Therefore, design emotion-adaptive systems that understand and adapt to emotions during collaboration and learning activities in digital environments.
To design emotion-adaptive systems we leverage biosignal signal sensor technologies as well as AI-based technologies to understand emotional processes. Based on these, we design adaptation mechanisms in emotion-adaptive systems for higher productivity and well-being of humans in hybrid work and learning.
In our research, we focus on the following areas:
- Emotional competence development and emotion regulation strategies
- Collaboration, Leadership and autonomy support
- Self-regulated learning
- (Conversational) crowd work
Research Activities
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Open positions
Currently, we are searching for a highly motivated student for a research assistant position on the development systems that recognize emotions and emotion regulation in hybrid work and learning scenarios. As a research assistant you will experience and be part of contemporary research advances in AI-based emotion recogntion and hybrid work and learning. More information here!
| Title | Subject | Supervisor | Person in Charge |
|---|---|---|---|
| Emotional Regulation in Conversations: Developing a Dataset and Classifier | Emotions, Group chats, Dataset, Machine learning | ||
| Encouraging Societal Discourse: Developing a Political Discourse System | Contact hypothesis, Conflict management, Information technology, Political discourse | ||
| A Participatory Design Study for User-Adaptive Video Meeting Systems: The self-view tile | |||
| Understanding Acceptance and Use of User-adaptive Virtual Meeting Systems | |||
| A Classification of Video Meeting System Design Features | Video meeting systems, Design features | ||
| Understanding Mirroring Gaze Behavior During Remote Meetings | |||
| Designing Feedback Features for Conversational Agents | |||
| Designing an Automatic and Immediate Feedback Assessment Feature for the CrowdSurfer Extension |
Publication List
Benke, I.; Haug, S.; Maedche, A.
2023. Proceedings UCAI ’23: Workshop on User-Centered Artificial Intelligence at Mensch und Computer 2023
Haug, S.; Sommerrock, S.; Benke, I.; Mädche, A.
2023. Mensch und Computer 2023, 91–100, Association for Computing Machinery (ACM). doi:10.1145/3603555.3603566
Schneegans, T.; Niclas, A.; Greiner, K.; Benke, I. Dr.; Mädche, A. Prof. Dr.; Beigl, M.
2023. Proceedings of the The 2nd EmpathiCH workshop (CHI2023)
Haug, S.; Benke, I.; Maedche, A.
2023. Proceedings of the ACM on human-computer interaction, 7 (CSCW1), Art.-Nr.: 23. doi:10.1145/3579456
Seitz, J.; Krisam, C.; Benke, I.
2023. 18th International Conference on Wirtschaftsinformatik, September 2023, Paderborn, Germany
Benke, I.; Müller, E.; Mädche, A.
2023. Proceedings NeuroIS Retreat 2023, 274–280
Scheu, S.; Kuhlmeier, F. O.; Müller, L. N.; Benke, I.
2023. ECIS 2023 Proceedings, AIS eLibrary (AISeL)
Berger, C.; Knierim, M. T.; Benke, I.; Bartholomeyczik, K.; Weinhardt, C.
2023. ACM CHI Conference on Human Factors in Computing Systems 2023. doi:10.1145/3544549.3585833
Haug, S.; Benke, I.; Fischer, D.; Maedche, A.
2023. CHI ’23: CHI Conference on Human Factors in Computing Systems Hamburg Germany April 23 - 28, 2023. Ed.: A. Schmidt, Art.-Nr.: 553, Association for Computing Machinery (ACM). doi:10.1145/3544548.3580994
Benke, I.; Schneider, M.; Liu, X.; Mädche, A.
2022. Proceedings of the ACM on human-computer interaction, 6 (CSCW2), Art.-Nr.: 392. doi:10.1145/3555117
Benke, I.; Gnewuch, U.; Maedche, A.
2022. Computers in human behavior, 129, Art.-Nr.: 107122. doi:10.1016/j.chb.2021.107122
Zahn, E.; Benke, I.; Soellner, M.; Mädche, A.
2022. Proceedings of the 2022 AIS SIGED International Conference on Information Systems Education and Research, 175–179, Association for Information Systems (AIS)
Zahn, E.; Benke, I.; Soellner, M.; Mädche, A.
2022. Proceedings of the 2022 AIS SIGED International Conference on Information Systems Education and Research
Seitz, J.; Benke, I.; Mädche, A.
2022. SIGHCI 2022, HCI/MIS Workshop 2022 - The 21st Annual Pre-ICIS Workshop on HCI Research in MIS, Copenhagen, Denmark, December 11, 2022
Scheu, S.; Benke, I.
2022. Thirtieth European Conference on Information Systems (ECIS 2022), Timișoara, Romania, Paper Number: 1787, AIS eLibrary (AISeL)
Benke, I.; Vetter, S.; Maedche, A.
2021. Companion Publication of the 2021 Conference on Computer Supported Cooperative Work and Social Computing. Ed.: J. Birnholtz, 19–22, Association for Computing Machinery (ACM). doi:10.1145/3462204.3481764
Benke, I.; Heinzl, A.; Maedche, A.
2021. Proceedings of the 54th Annual Hawaii International Conference on System Sciences, January 4-8, 2021. Ed.: T. X. Bui, 701–711, College of Education University of Hawaii at Manoa
Benke, I.; Knierim, M. T.; Maedche, A.
2020. Proceedings of the ACM on human-computer interaction, 4 (CSCW2), Article No.: 118. doi:10.1145/3415189
Benke, I.; Feine, J.; Venable, J. R.; Maedche, A.
2020. AIS transactions on human-computer interaction, 12 (4), 206–227. doi:10.17705/1thci.00136
Feine, J.; Adam, M.; Benke, I.; Maedche, A.; Benlian, A.
2020. Designing for digital transformation : co-creating services with citizens and industry : 15th international conference on design science research in information systems and technology, DESRIST 2020, Kristiansand, Norway, December 2-4, 2020 : proceedings. Ed.: Sara Hofmann, 126–141, Springer Verlag. doi:10.1007/978-3-030-64823-7_13
Benke, I.
2020. ECIS 2020 Proceedings - Twenty-Eighth European Conference on Information Systems, Marrakesh, Marokko, June 15 - 17, 2020, AIS eLibrary (AISeL)
Benke, I.; Guth, P.; Rietz, T.; Maedche, A.
2020. Proceedings der 15. Internationalen Tagung Wirtschaftsinformatik (WI2020), Potsdam, 08.-11-03.2020
Burmester, M.; Laib, M.; Benke, I.; Minge, M.
2019. Mensch und Computer 2019 - Workshopbeiträge, 8.-11. September 2019, Hamburg. Hrsg.: F. Steinicke, Gesellschaft für Informatik (GI). doi:10.18420/muc2019-ws-287
André, E.; Bayer, S.; Benke, I.; Benlian, A.; Cummins, N.; Gimpel, H.; Hinz, O.; Kersting, K.; Mädche, A.; Mühlhäuser, M.; Riemann, J.; Schuller, B. W.; Weber, K.
2019. AIS SIGPrag, Munich, 15-18 December 2019, 2019 pre-ICIS workshop proceedings "Values and Ethics in the Digital Age", Munich, 14.12.2019
Benke, I.; Feine, J.; Venable, J. R.; Maedche, A.
2019. AIS SIGPrag, Munich, 15-18 December 2019, 2019 pre-ICIS workshop proceedings "Values and Ethics in the Digital Age", Munich, 14.12.2019
Benke, I.
2019. Proceedings of 17th European Conference on Computer-Supported Cooperative Work, European Society for Socially Embedded Technologies (EUSSET 2019), Salzburg, A, June 8-12, 2019
Rietz, T.; Benke, I.; Maedche, A.
2019. 14. Internationale Tagung Wirtschaftsinformatik (WI2019)
Benke, I.; Maedche, A.
2019. HMD, 56 (1), 50–69. doi:10.1365/s40702-018-00492-4
Burmester, M.; Benke, I.; Döbelt, S.; Minge, M.; Stein, E.; Stevens, G.
2018. Mensch und Computer 2018 - Workshopband, 02.-05.September 2018, Dresden. Hrsg.: R. Dachselt, 461–472, Gesellschaft für Informatik (GI). doi:10.18420/muc2018-ws09-0546
Toreini, P.; Benke, I.; Langner, M.; Schaumann, S.; Schwarzenboeck, J.; Bamberger, C.; Maedche, A.
2018. SIGHCI 2018 Proceedings - HCI/MIS Workshop 2018 - The 17th Annual Pre-ICIS Workshop on HCI Research in MIS, San Francisco, California, December 13, 2018, AIS eLibrary (AISeL)