Interpretable Machine Learning

The research field is concerned with the development of algorithmic innovations in the area of intrinsically interpretable machine learning models and post-hoc analytical explanation methods for black-box models as well as their evaluation from a technical and socio-technical perspective.

Publications

• Janiesch C., Zschech P., Heinrich K.:
  Machine Learning and Deep Learning
  In: Electronic Markets 31 (2021), p. 685–695
  ISSN: 1019-6781
  DOI: 10.1007/s12525-021-00475-2
  URL: https://link.springer.com/article/10.1007/s12525-021-00475-2
• Wanner J., Heinrich K., Janiesch C., Zschech P.:
  How Much AI Do You Require? Decision Factors for Adopting AI Technology
  41st International Conference on Information Systems (ICIS) (Virtual Conference, 13. December 2020 - 16. December 2020)
  In: Association for Information Systems (ed.): Proceedings of the 41st International Conference on Information Systems 2020
  URL: https://aisel.aisnet.org/icis2020/implement_adopt/implement_adopt/10/
• Wanner J., Herm LV., Heinrich K., Janiesch C., Zschech P.:
  White, Grey, Black: Effects of XAI Augmentation on the Confidence in AI-based Decision Support Systems
  40th International Conference on Information Systems (ICIS) (Virtual Conference, 13. December 2020 - 16. December 2020)
  In: Association for Information Systems (ed.): Proceedings of the 40th International Conference on Information Systems 2020
  URL: https://aisel.aisnet.org/icis2020/hci_artintel/hci_artintel/14/
• Zschech P., Weinzierl S., Hambauer N., Zilker S., Kraus M.:
  GAM(e) changer or not? An evaluation of interpretable machine learning models based on additive model constraints
  European Conference on Information Systems (Timisoara, 5. July 2022 - 9. July 2022)
  In: Proceedings of the 30th European Conference on Information Systems 2022
• Heinrich K., Zschech P., Skouti T., Griebenow J., Riechert S.:
  Demystifying the Black Box: A Classification Scheme for Interpretation and Visualization of Deep Intelligent Systems
  25th Americas Conference on Information Systems (AMCIS) (Cancún, 15. August 2019 - 17. August 2019)
  In: Proceedings of the 25th Americas Conference on Information Systems 2019
  URL: https://aisel.aisnet.org/amcis2019/ai_semantic_for_intelligent_info_systems/ai_semantic_for_intelligent_info_systems/8/