Interpretable and explainable machine learning methods for predictive process monitoring: A systematic literature reviewNijat Mehdiyev; Maxim Majlatow; Peter FettkeIn: Artificial Intelligence Review, Vol. 58, No. 378, Pages 00-00, Springer, 10/2025.
Integrating permutation feature importance with conformal prediction for robust Explainable Artificial Intelligence in predictive process monitorningNijat Mehdiyev; Maxim Majlatow; Peter FettkeIn: Engineering Applications of Artificial Intelligence, Vol. 149, Pages 0-0, Science Direct, 6/2025.
Uncertainty-Aware Predictive Process Monitoring in Healthcare: Explainable Insights into Probability Calibration for Conformal PredictionMaxim Majlatow; Fahim Ahmed Shakil; Andreas Emrich; Nijat MehdiyevIn: Rui Araújo; Jia-Lien Hsu (Hrsg.). Applied Sciences, Vol. 15, No. 14, Pages 1-42, MDPI, 2025.