286 citations · 848 across the 35 of their papers we have counts for
19 papers · 1 filter
Supporting Autonomous Process Execution within a Multi-Perspective Constraint Frame via Numeric Planning
Paul Wittlinger, Giacomo Acitelli, Anti Alman +2
AI-Augmented Business Process Management Systems (ABPMS) enhance traditional BPMS by leveraging advanced AI techniques to define, execute, and monitor complex process structures. W…
On the Hybrid Nature of ABPMS Process Frames and its Implications on Automated Process Discovery
Anti Alman, Izack Cohen, Avigdor Gal +2
A core component of any AI-Augmented Business Process Management System (ABPMS) is the process frame, which gives the system process-awareness and defines its maximal behavioral bo…
Conformance Checking of Fuzzy Logs against Declarative Temporal Specifications
Ivan Donadello, Paolo Felli, Craig Innes +2
Traditional conformance checking tasks assume that event data provide a faithful and complete representation of the actual process executions. This assumption has been recently que…
Guiding the generation of counterfactual explanations through temporal background knowledge for Predictive Process Monitoring
Andrei Buliga, Chiara Di Francescomarino, Chiara Ghidini +2
Counterfactual explanations suggest what should be different in the input instance to change the outcome of an AI system. When dealing with counterfactual explanations in the field…
Knowledge-Driven Modulation of Neural Networks with Attention Mechanism for Next Activity Prediction
Ivan Donadello, Jonghyeon Ko, Fabrizio Maria Maggi +3
Predictive Process Monitoring (PPM) aims at leveraging historic process execution data to predict how ongoing executions will continue up to their completion. In recent years, PPM…
Outcome-Oriented Prescriptive Process Monitoring Based on Temporal Logic Patterns
Ivan Donadello, Chiara Di Francescomarino, Fabrizio Maria Maggi +2
Prescriptive Process Monitoring systems recommend, during the execution of a business process, interventions that, if followed, prevent a negative outcome of the process. Such inte…