Book Chapter

Notes of a Process Scientist: Process Discovery

Artem Polyvyanyy

Lecture Notes in Computer Science | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) | Springer Nature Switzerland | Published : 2026

Abstract

Process discovery uses event data generated by information systems to construct process models that describe system behavior. This paper revisits the problem from a conceptual standpoint and clarifies its core elements, including the nature of the input event data, the intended characteristics and purposes of the resulting models, the variants of the discovery problem, the key challenges associated with solving it, and the principles that guide the evaluation of the quality of discovered models. We further position process discovery in relation to related problems in adjacent research areas and identify open issues and research opportunities. Through this analysis, the paper aims to provide ..

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University of Melbourne Researchers