Limit search to available items
Book Cover
E-book
Author Dimitrakakis, Christos, author.

Title Decision making under uncertainty and reinforcement learning : theory and algorithms / Christos Dimitrakakis, Ronald Ortner
Published Cham, Switzerland : Springer, 2022

Copies

Description 1 online resource : illustrations (black and white)
Series Intelligent systems reference library ; volume 223
Intelligent systems reference library ; v. 223.
Contents Introduction -- Subjective probability and utility -- Decision problems -- Estimation
Summary This book presents recent research in decision making under uncertainty, in particular reinforcement learning and learning with expert advice. The core elements of decision theory, Markov decision processes and reinforcement learning have not been previously collected in a concise volume. Our aim with this book was to provide a solid theoretical foundation with elementary proofs of the most important theorems in the field, all collected in one place, and not typically found in introductory textbooks. This book is addressed to graduate students that are interested in statistical decision making under uncertainty and the foundations of reinforcement learning
Bibliography Includes bibliographical references and index
Notes Print version record
Subject Decision making -- Mathematical models.
Uncertainty.
Reinforcement learning.
Decision making -- Mathematical models
Reinforcement learning
Uncertainty
Form Electronic book
Author Ortner, Ronald, author.
ISBN 9783031076145
3031076141