A Case Study: Characterization of Performance Inconsistency for Reinforcement Learning on Flappy Bird Game.
Aidar ShakerimovDmitriy LiJurn-Gyu ParkPublished in: ICTC (2021)
Keyphrases
- reinforcement learning
- function approximation
- computer games
- video games
- case study
- game theory
- reinforcement learning algorithms
- game play
- nash equilibrium
- state space
- game theoretic
- game playing
- virtual world
- learning algorithm
- educational games
- temporal difference
- monte carlo tree search
- role playing
- pursuit evasion
- optimal policy
- optimal control
- game design
- machine learning
- dynamic programming
- multi agent
- stochastic games
- integrity checking
- game players
- two player games
- bird species
- multi agent reinforcement learning
- reinforcement learning methods
- temporal difference learning
- learning agents
- game development
- serious games
- test bed
- markov decision processes
- learning experience