Stochastic Directly-Follows Process Discovery Using Grammatical Inference

no code implementations • 9 Dec 2023 • Hanan Alkhammash, Artem Polyvyanyy, Alistair Moffat

We propose a new approach for discovering sound Directly-Follows Graphs that is grounded in grammatical inference over the input traces.

Entropia: A Family of Entropy-Based Conformance Checking Measures for Process Mining

no code implementations • 21 Aug 2020 • Artem Polyvyanyy, Hanan Alkhammash, Claudio Di Ciccio, Luciano García-Bañuelos, Anna Kalenkova, Sander J. J. Leemans, Jan Mendling, Alistair Moffat, Matthias Weidlich

This paper presents a command-line tool, called Entropia, that implements a family of conformance checking measures for process mining founded on the notion of entropy from information theory.