Partially observed markov decision processes: filtering, learning and controlled sensing
Auteur :
Krishnamurthy, Vikram
Éditeur :
Cambridge University Press
ISBN :
9781009449434
Date de publication :
31 mai 2025
Langue :
Anglais
Pays d'origine :
Grande Bretagne
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.