VikramKrishnamurthy
Partially Observed Markov Decision Processes: Filtering, Learning and Controlled Sensing
Partially Observed Markov Decision Processes: Filtering, Learning and Controlled Sensing
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- More about Partially Observed Markov Decision Processes: Filtering, Learning and Controlled Sensing
Format: Hardback
Length: 651 pages
Publication date: 05 June 2025
Publisher: Cambridge University Press
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.
ISBN-13: 9781009449434
Edition number: 2 Revised edition
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