Simulation-based Algorithms for Markov Decision Processes (Communications and Control Engineering Series)

Chang, H. S./ Fu, M. C./ Hu, J. (et al.)

Springer（2007/04発売）

• 製本 Hardcover:ハードカバー版／ページ数 200 p.／サイズ 38 illus.
• 言語 ENG
• 商品コード 9781846286896
• DDC分類 620

基本説明

Provides practical modeling methods for many real-world problems with high dimensionality or complextity which have not hitherto been treatable with Markov decision processes.

Full Description

Markov decision process (MDP) models are widely used for modeling sequential decision-making problems that arise in engineering, economics, computer science, and the social sciences. This book brings the state-of-the-art research together for the first time. It provides practical modeling methods for many real-world problems with high dimensionality or complexity which have not hitherto been treatable with Markov decision processes.

Contents

Markov Decision Processes.- Multi-stage Sampling.- Population-based Evolutionary Approaches.- Ordinal Comparison Method.- Combining Multiple Policies for On-line Control.