3 papers
cs.LG2025
A Rollout-Based Algorithm and Reward Function for Resource Allocation in Business Processes
Jeroen Middelhuis, Zaharah Bukhsh, Ivo Adan +1
Resource allocation plays a critical role in minimizing cycle time and improving the efficiency of business processes. Recently, Deep Reinforcement Learning (DRL) has emerged as a…
cs.AI2025
Automated decision-making for dynamic task assignment at scale
Riccardo Lo Bianco, Willem van Jaarsveld, Jeroen Middelhuis +2
The Dynamic Task Assignment Problem (DTAP) concerns matching resources to tasks in real time while minimizing some objectives, like resource costs or task cycle time. In this work,…
cs.AI2024
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…