Partially Observed Markov Decision Processes : Filtering, Learning and Controlled Sensing

Name: Partially Observed Markov Decision Processes
Brand: Cambridge University Press
SKU: 9781009449434
Price: 18600 KES
Availability: InStock
ISBN: 9781009449434

2 Revised edition

by Vikram Krishnamurthy

Book Details

Format Hardback

ISBN-10 1009449435

ISBN-13 9781009449434

Edition 2 Revised edition

Publisher Cambridge University Press

Imprint Cambridge University Press

Country of Manufacture GB

Country of Publication GB

Publication Date Jun 5th, 2025

Print length 651 Pages

Weight 1,394 grams

Dimensions 18.60 x 26.10 x 4.30 cms

Product Classification: Information theory Probability & statistics Probability and statistics Stochastics Computer networking & communications Computer networking and communications Machine learning Pattern recognition

KSh 18,600.00

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This survey of formulation, algorithms, and structural results in POMDPs focuses on underlying concepts and connections to real-world applications in controlled sensing, keeping technical machinery to a minimum. The new edition includes inverse reinforcement learning, non-parametric Bayesian inference, variational Bayes and conformal prediction.

Covering formulation, algorithms and structural results and linking theory to real-world applications in controlled sensing (including social learning, adaptive radars and sequential detection), this book focuses on the conceptual foundations of partially observed Markov decision processes (POMDPs). It emphasizes structural results in stochastic dynamic programming, enabling graduate students and researchers in engineering, operations research, and economics to understand the underlying unifying themes without getting weighed down by mathematical technicalities. In light of major advances in machine learning over the past decade, this edition includes a new Part V on inverse reinforcement learning as well as a new chapter on non-parametric Bayesian inference (for Dirichlet processes and Gaussian processes), variational Bayes and conformal prediction.

Get Partially Observed Markov Decision Processes by Vikram Krishnamurthy at the best price and quality guaranteed only at Werezi Africa's largest book ecommerce store. The book was published by Cambridge University Press and it has 651 pages.