Name: Partially Observed Markov Decision Processes: Filtering, Learning and Controlled Sensing (en Inglés)
SKU: 64388189
Price: 162.95 USD
Availability: InStock
Author: Vikram Krishnamurthy
ISBN: 9781009449434

portada Partially Observed Markov Decision Processes: Filtering, Learning and Controlled Sensing (en Inglés)

Partially Observed Markov Decision Processes: Filtering, Learning and Controlled Sensing (en Inglés)

Formato

Libro Físico

Editorial

Cambridge University Press

Autor

Vikram Krishnamurthy

Idioma

Inglés

N° páginas

651

Encuadernación

Tapa Dura

ISBN13

9781009449434

N° edición

0002

Partially Observed Markov Decision Processes: Filtering, Learning and Controlled Sensing (en Inglés)

Vikram Krishnamurthy (Autor) · Cambridge University Press · Tapa Dura

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Reseña del libro "Partially Observed Markov Decision Processes: Filtering, Learning and Controlled Sensing (en Inglés)"

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.