Search Results for author: Andrei Buliga

Found 2 papers, 1 papers with code

Guiding the generation of counterfactual explanations through temporal background knowledge for Predictive Process Monitoring

1 code implementation18 Mar 2024 Andrei Buliga, Chiara Di Francescomarino, Chiara Ghidini, Ivan Donadello, Fabrizio Maria Maggi

In this work, we adapt state-of-the-art techniques for counterfactual generation in the domain of XAI that are based on genetic algorithms to consider a series of temporal constraints at runtime.

counterfactual Predictive Process Monitoring

Recommending the optimal policy by learning to act from temporal data

no code implementations16 Mar 2023 Stefano Branchi, Andrei Buliga, Chiara Di Francescomarino, Chiara Ghidini, Francesca Meneghello, Massimiliano Ronzani

Prescriptive Process Monitoring is a prominent problem in Process Mining, which consists in identifying a set of actions to be recommended with the goal of optimising a target measure of interest or Key Performance Indicator (KPI).

Reinforcement Learning (RL)

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