2 citations · 2 across the 5 of their papers we have counts for
5 papers
Agentic Business Process Management Systems
Marlon Dumas, Fredrik Milani, David Chapela-Campa
Since the early 90s, the evolution of the Business Process Management (BPM) discipline has been punctuated by successive waves of automation technologies. Some of these technologie…
What's Coming Next? Short-Term Simulation of Business Processes from Current State
Maksym Avramenko, David Chapela-Campa, Marlon Dumas +1
Business process simulation is an approach to evaluate business process changes prior to implementation. Existing methods in this field primarily support tactical decision-making,…
How Will My Business Process Unfold? Predicting Case Suffixes With Start and End Timestamps
Muhammad Awais Ali, Marlon Dumas, Fredrik Milani
Predictive process monitoring supports operational decision-making by forecasting future states of ongoing business cases. A key task is case suffix prediction, which estimates the…
Efficient Online Computation of Business Process State From Trace Prefixes via N-Gram Indexing
David Chapela-Campa, Marlon Dumas
This paper addresses the following problem: Given a process model and an event log containing trace prefixes of ongoing cases of a process, map each case to its corresponding state…
Enhancing the Accuracy of Predictors of Activity Sequences of Business Processes
Muhammad Awais Ali, Marlon Dumas, Fredrik Milani
Predictive process monitoring is an evolving research field that studies how to train and use predictive models for operational decision-making. One of the problems studied in this…