Process Mining Meets Causal Machine Learning: Discovering Causal Rules
from Event Logs

Process Mining Meets Causal Machine Learning: Discovering Causal Rules from Event Logs

3 September 2020

Artem Polyvyanyy

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Papers citing "Process Mining Meets Causal Machine Learning: Discovering Causal Rules from Event Logs"

13 / 13 papers shown

Title
The WHY in Business Processes: Unification of Causal Process Models Yuval David Fabiana Fournier Lior Limonad Inna Skarbovsky 17 1 0 28 May 2025
Machine learning in business process management: A systematic literature review Sven Weinzierl Sandra Zilker Sebastian Dunzer Martin Matzner 82 15 0 26 May 2024
The WHY in Business Processes: Discovery of Causal Execution Dependencies Fabiana Fournier Lior Limonad Inna Skarbovsky Yuval David 51 4 0 23 Oct 2023
Tailoring Machine Learning for Process Mining Paolo Ceravolo Sylvio Barbon Junior Ernesto Damiani Wil M.P. van der Aalst AI4TS 67 7 0 17 Jun 2023
Timing Process Interventions with Causal Inference and Reinforcement Learning Hans Weytjens Wouter Verbeke Jochen De Weerdt OffRL 116 1 0 07 Jun 2023
Learning When to Treat Business Processes: Prescriptive Process Monitoring with Causal Inference and Reinforcement Learning Z. Bozorgi Marlon Dumas M. Rosa Artem Polyvyanyy Mahmoud Shoush Irene Teinemaa CML 36 10 0 07 Mar 2023
Prescriptive Process Monitoring in Intelligent Process Automation with Chatbot Orchestration Sergey Zeltyn Segev Shlomov Avi Yaeli Alon Oved 38 4 0 13 Dec 2022
When to intervene? Prescriptive Process Monitoring Under Uncertainty and Resource Constraints Mahmoud Shoush Marlon Dumas 68 14 0 15 Jun 2022
Prescriptive Process Monitoring Under Resource Constraints: A Causal Inference Approach Mahmoud Shoush Marlon Dumas 48 22 0 07 Sep 2021
Feature Recommendation for Structural Equation Model Discovery in Process Mining Mahnaz Sadat Qafari Wil M.P. van der Aalst 27 7 0 13 Aug 2021
A Framework for Explainable Concept Drift Detection in Process Mining Jan Niklas Adams S. V. Zelst Lara Quack Kathrin Hausmann Wil M.P. van der Aalst Thomas Rose 33 24 0 27 May 2021
Prescriptive Process Monitoring for Cost-Aware Cycle Time Reduction Z. Bozorgi Irene Teinemaa Marlon Dumas M. Rosa Artem Polyvyanyy 46 35 0 15 May 2021
Case Level Counterfactual Reasoning in Process Mining Mahnaz Sadat Qafari Wil M.P. van der Aalst LRM 30 12 0 25 Feb 2021