Approximations for partially observed Markov decision processes
dc.contributor.author | Saldı, Naci | |
dc.contributor.author | Linder, T. | |
dc.contributor.author | Yüksel, S. | |
dc.date.accessioned | 2019-01-16T08:41:42Z | |
dc.date.available | 2019-01-16T08:41:42Z | |
dc.date.issued | 2018 | |
dc.identifier.isbn | 2324-9749 | en_US |
dc.identifier.isbn | 978-3-319-79032-9 | |
dc.identifier.uri | http://hdl.handle.net/10679/6106 | |
dc.identifier.uri | https://link.springer.com/chapter/10.1007/978-3-319-79033-6_5 | |
dc.description.abstract | This chapter studies the finite-model approximation of discrete-time partially observed Markov decision process. We will find that by performing the standard reduction method, where one transforms a partially observed model to a belief-based fully observed model, we can apply and properly generalize the results in the preceding chapters to obtain approximation results. The versatility of approximation results under weak continuity conditions become particularly evident while investigating the applicability of these results to the partially observed case. We also provide systematic procedures for the quantization of the set of probability measures on the state space of POMDPs which is the state space of belief-MDPs. | en_US |
dc.language.iso | eng | en_US |
dc.publisher | Birkhäuser Basel | en_US |
dc.relation.ispartof | Finite Approximations in Discrete-Time Stochastic Control, Part of the Systems & Control: Foundations & Applications book series (SCFA) | |
dc.rights | restrictedAccess | |
dc.title | Approximations for partially observed Markov decision processes | en_US |
dc.type | Book chapter | en_US |
dc.publicationstatus | Published | en_US |
dc.contributor.department | Özyeğin University | |
dc.contributor.authorID | (ORCID 0000-0002-2677-7366 & YÖK ID 283091) Saldı, Naci | |
dc.contributor.ozuauthor | Saldı, Naci | |
dc.identifier.startpage | 99 | en_US |
dc.identifier.endpage | 123 | en_US |
dc.identifier.wos | WOS:000444697500005 | |
dc.identifier.doi | 10.1007/978-3-319-79033-6_5 | en_US |
dc.identifier.scopus | SCOPUS:2-s2.0-85047006214 | |
dc.contributor.authorMale | 1 | |
dc.relation.publicationcategory | Book Chapter - International - Institutional Academic Staff |
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