This paper focuses on the definitions of privacy and confidentiality in the context of process mining, the specific disclosure risks that arise when applying process mining to sensitive event logs, the general activities involved in privacy-aware process mining, categories of current methods for mitigating privacy risks, and an extensive discussion of future research directions. The objective is to provide a structured overview to capture the breadth of challenges and potential research opportunities in this field.

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Privacy and Confidentiality in Process Mining: An Overview of Challenges, Methods, and Future Research Directions

  • Majid Rafiei

摘要

This paper focuses on the definitions of privacy and confidentiality in the context of process mining, the specific disclosure risks that arise when applying process mining to sensitive event logs, the general activities involved in privacy-aware process mining, categories of current methods for mitigating privacy risks, and an extensive discussion of future research directions. The objective is to provide a structured overview to capture the breadth of challenges and potential research opportunities in this field.