Reinforcement Learning Algorithms: Analysis and Applications

by Boris Belousov, Jan Peters, Simone Parisi, et al.

Book Overview

Prediction Error and Actor-Critic Hypotheses in the Brain.- Reviewing on-policy / off-policy critic learning in the context of Temporal Differences and Residual Learning.- Reward Function Design in Reinforcement Learning.- Exploration Methods In Sparse Reward Environments.- A Survey on Constraining Policy Updates Using the KL Divergence.- Fisher Information Approximations in Policy Gradient Methods.- Benchmarking the Natural gradient...

• Format: Paperback
• Language: English
• ISBN: 3030411907
• ISBN13: 9783030411909
• Release Date: January 2022
• Publisher: Springer
• Length: 206 Pages
• Weight: 0.68 lbs.
• Dimensions: 0.5" x 6.1" x 9.2"