Institute for Information Systems

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1. Nijat Mehdiyev; Maxim Majlatow; Peter Fettke

   Quantifying and explaining machine learning uncertainty in predictive process monitoring: an operations research perspective

   In: Annals of Operations Research (AOR), Pages 1-40, Springer, 4/2024.

2. Nijat Mehdiyev; Maxim Majlatow; Peter Fettke

   Counterfactual Explanations in the Big Picture: An Approach for Process Prediction-Driven Job-Shop Scheduling Optimization

   In: Cognitive Computation, Pages 1-27, Springer, 2024.

3. Nijat Mehdiyev; Maxim Majlatow; Peter Fettke

   Communicating Uncertainty in Machine Learning Explanations: A Visualization Analytics Approach for Predictive Process Monitoring

   In: L. Longo (Hrsg.). Second World Conference on Explainable Artificial Intelligence. xAI: World Conference on Explainable Artificial Intelligence …

4. Kamala Aliyeva; Nijat Mehdiyev

   Uncertainty-aware multi-criteria decision analysis for evaluation of explainable artificial intelligence methods: A use case from the healthcare domain

   In: Information Sciences, Vol. 657, Page 119987, Elsevier, 12/2023.

5. Nijat Mehdiyev; Lea Götz; Johannes Lahann; Peter Fettke

   Deep learning-based clustering of processes and their visual exploration: An industry 4.0 use case for small, medium‐sized enterprises

   In: Expert Systems (EXSY), Vol. 39, Pages 1-24, Wiley, 2022.

6. Nijat Mehdiyev; Constantin Houy; Oliver Gutermuth; Lea Götz; Peter Fettke

   Explainable Artificial Intelligence (XAI) Supporting Public Administration Processes – On the Potential of XAI in Tax Audit Processes

   In: Proceedings of the 16. International Conference on Wirtschaftsinformatik. Internationale Tagung Wirtschaftsinformatik (WI-2021), March 9-11, …

7. Lea Götz; Nijat Mehdiyev; Peter Fettke

   Manufacturing Execution Systems driven Process Analytics: A Case Study from Individual Manufacturing

   In: CIRP 8th Conference on Assembly Technology and Systems. CIRP Conference on Assembly Technology and Systems (CIRP CATS-2021), Athens, Greece, Pages …

8. Nijat Mehdiyev; Peter Fettke

   Explainable Artificial Intelligence for Process Mining: A General Overview and Application of a Novel Local Explanation Approach for Predictive Process Monitoring

   In: Witold Pedrycz; Shyi-Ming Chen (Hrsg.). Interpretable Artificial Intelligence: A Perspective of Granular Computing. Chapter 1, Pages 1-28, Vol. …

9. Nijat Mehdiyev; Peter Fettke

   Local Post-Hoc Explanations for Predictive Process Monitoring in Manufacturing

   In: ECIS 2021 - 29th European Conference on Information System. European Conference on Information Systems (ECIS-2021), 29th, June 14-16, Marrakech, …

10. Nijat Mehdiyev; Peter Fettke

    Prescriptive process analytics with deep learning and explainable artificial intelligence

    In: Twenty-Eighth European Conference on Information Systems (ECIS2020) - A Virtual AIS Conference. European Conference on Information Systems …

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