61 citations · 151 across the 15 of their papers we have counts for
16 papers
Discovery of Decision Synchronization Patterns from Event Logs
Tijmen Kuijpers, Karolin Winter, Remco Dijkman
Synchronizing decisions between running cases in business processes facilitates fair and efficient use of resources, helps prioritize the most valuable cases, and prevents unnecess…
A Universal Approach to Feature Representation in Dynamic Task Assignment Problems
Riccardo Lo Bianco, Remco Dijkman, Wim Nuijten +1
Dynamic task assignment concerns the optimal assignment of resources to tasks in a business process. Recently, Deep Reinforcement Learning (DRL) has been proposed as the state of t…
GymPN: A Library for Decision-Making in Process Management Systems
Riccardo Lo Bianco, Willem van Jaarsveld, Remco Dijkman
Process management systems support key decisions about the way work is allocated in organizations. This includes decisions on which task to perform next, when to execute the task,…
Interactive Multi Interest Process Pattern Discovery
Mozhgan Vazifehdoostirani, Laura Genga, Xixi Lu +3
Process pattern discovery methods (PPDMs) aim at identifying patterns of interest to users. Existing PPDMs typically are unsupervised and focus on a single dimension of interest, s…
Action-Evolution Petri Nets: a Framework for Modeling and Solving Dynamic Task Assignment Problems
Riccardo Lo Bianco, Remco Dijkman, Wim Nuijten +1
Dynamic task assignment involves assigning arriving tasks to a limited number of resources in order to minimize the overall cost of the assignments. To achieve optimal task assignm…
Learning policies for resource allocation in business processes
J. Middelhuis, R. Lo Bianco, E. Scherzer +3
Efficient allocation of resources to activities is pivotal in executing business processes but remains challenging. While resource allocation methodologies are well-established in…