On the Convergence and Sample Complexity Analysis of Deep Q-Networks with ε-Greedy Exploration.
Shuai ZhangHongkang LiMeng WangMiao LiuPin-Yu ChenSongtao LuSijia LiuKeerthiram MurugesanSubhajit ChaudhuryPublished in: NeurIPS (2023)
Keyphrases
- complexity analysis
- theoretical analysis
- search algorithm
- lower bound
- greedy algorithm
- evolutionary search
- dynamic programming
- computer networks
- complex networks
- small sample
- artificial intelligence
- convergence speed
- active learning
- probabilistic model
- data samples
- cellular networks
- first order logic
- worst case
- real time
- search space
- computational complexity
- feature selection
- social networks
- genetic algorithm
- neural network