Risk-Sensitive Reinforcement Learning Via Policy Gradient Search

by Michael C Fu and Prashanth L a

Reinforcement learning (RL) is one of the foundational pillars of artificial intelligence and machine learning. An important consideration in any optimization or control problem is the notion of risk, but its incorporation into RL has been a fairly recent development. This monograph surveys research on risk-sensitive RL that uses policy gradient search. The authors survey some of the recent work in this area specifically where policy gradient search...

• Format: Paperback
• Language: English
• ISBN: 1638280266
• ISBN13: 9781638280262
• Release Date: June 2022
• Publisher: Now Publishers
• Length: 170 Pages
• Weight: 0.54 lbs.
• Dimensions: 0.4" x 6.1" x 9.2"