Data-driven hospitals staff and resources allocation using agent-based simulation and deep reinforcement learning

Keyphrases

• Agent-based Simulation 100%
• Allocation Task 14%
• Challenges in Healthcare 14%
• Cost-effectiveness 14%
• Deep Reinforcement Learning (deep RL) 100%
• Health Systems 28%
• Hospital Resources 100%
• Hospital Staff 100%
• Machine Learning Solutions 14%
• Manual Planning 28%
• Novel Agents 14%
• Patient Treatment 28%
• Planning Horizon 14%
• Reinforcement Learning Agent 14%
• Resource Allocation 100%
• Resource Allocation Algorithm 14%
• Resource Availability 14%
• Second-order Polynomial 14%
• Staff Assignment 100%
• Suboptimal Outcome 14%
• Synthetic Instances 14%
• Treatment Costs 14%
• Treatment Efficacy 28%

Computer Science

• Deep Reinforcement Learning 100%
• Learning Agent 12%
• Machine Learning 12%
• Planning Horizon 12%
• Resource Allocation 100%