Deep Reinforcement Learning for Resource Allocation in Business Processes.
Kamil ZbikowskiMichal OstapowiczPiotr GawrysiakPublished in: ICPM Workshops (2022)
Keyphrases
- resource allocation
- business processes
- reinforcement learning
- business process
- web services
- resource allocation problems
- resource management
- optimal resource allocation
- workflow management systems
- allocation problems
- competitive advantage
- process model
- business process management
- workflow systems
- multi agent
- resource allocation and scheduling
- business rules
- business process models
- business environment
- reinforcement learning algorithms
- machine learning
- resource allocation decisions
- learning algorithm
- inter organizational
- workflow management
- optimal policy
- state space
- business objectives
- combinatorial auctions
- service oriented architecture
- intelligent agents
- business partners
- process execution
- multi agent systems
- decision making
- distributed resource allocation