154 search results - page 2 / 31 » Sample-Efficient Evolutionary Function Approximation for Rei... |
GECCO
2006
Springer
13 years 9 months ago
2006
Springer
The learning classifier system XCS is an iterative rulelearning system that evolves rule structures based on gradient-based prediction and rule quality estimates. Besides classifi...
ICML
2007
IEEE
14 years 6 months ago
2007
IEEE
Reinforcement learning algorithms can become unstable when combined with linear function approximation. Algorithms that minimize the mean-square Bellman error are guaranteed to co...
ICML
2009
IEEE
14 years 6 months ago
2009
IEEE
ICML
2008
IEEE
14 years 6 months ago
2008
IEEE
NIPS
2001
13 years 6 months ago
2001
We address two open theoretical questions in Policy Gradient Reinforcement Learning. The first concerns the efficacy of using function approximation to represent the state action ...