Linear Feature Encoding for Reinforcement Learning Zhao Song, Ronald Parr, Xuejun Liao, Lawrence Carin Department of Electrical and Computer Engineering

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.