Publications

Page 1 of 3.

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.
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.
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 (xAI), July 17-19, Valletta, Malta, Pages 420-438, Communications in Compute, Springer, Cham, 2024.
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.
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.
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, Duisburg-Essen, Germany, Pages 1-17, Universität Duisburg-Essen, 3/2021.
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 284-289, Vol. 97, 2/2021.
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. 937, ISBN 9783030649487, Springer, 2021.
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, Morocco, 2021.
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 (ECIS-2020), 28th, June 15, Marrakech, Morocco, AISeL, 6/2020.