Linear Feature Encoding for Reinforcement Learning

Zhao Song, Ronald E. Parr, Xuejun Liao, Lawrence Carin

Neural Information Processing Systems 

Feature construction is of vital importance in reinforcement learning, as the quality of a value function or policy is largely determined by the corresponding features.