Toward Guidelines for Modeling Learning Agents in Multiagent-Based Simulation: Implications from Q-Learning and Sarsa Agents.
Keiki TakadamaHironori FujitaPublished in: MABS (2004)
Keyphrases
- learning agents
- single agent
- reinforcement learning
- learning agent
- multi agent
- multiagent based simulation
- multi agent reinforcement learning
- multiple agents
- reinforcement learning algorithms
- multi agent systems
- function approximation
- dynamic environments
- multiagent learning
- minority game
- decision problems
- learning in multi agent systems
- state space
- distributed resource allocation
- multiagent systems
- action selection
- multi agent learning
- complex environments
- autonomous agents
- learning process
- model free
- reward function
- learning algorithm
- cooperative
- stochastic games
- solving problems
- supply chain
- learning tasks
- decision making
- path finding
- software agents
- e learning
- expert systems
- dynamic programming
- shopping behavior
- intelligent agents
- neural network
- machine learning