Controlled markov chains : some stability problems

"Along this work we study some stability-related problems in the context of Controlled Markov chains. As a first problem, we consider a division of the state space, and the goal is to construct a control policy such that the chain stabilize as much as possible in each portlon of the division wi...

Full description

Autores:
Avila Girardot, Daniel Felipe
Tipo de recurso:
Fecha de publicación:
2016
Institución:
Universidad de los Andes
Repositorio:
Séneca: repositorio Uniandes
Idioma:
eng
OAI Identifier:
oai:repositorio.uniandes.edu.co:1992/13901
Acceso en línea:
http://hdl.handle.net/1992/13901
Palabra clave:
Procesos de Markov
Procesos estocásticos
Programación dinámica
Matemáticas
Rights
openAccess
License
http://creativecommons.org/licenses/by-nc-sa/4.0/
id UNIANDES2_b5a3334323342dcc1e7cc4f71bc5b75a
oai_identifier_str oai:repositorio.uniandes.edu.co:1992/13901
network_acronym_str UNIANDES2
network_name_str Séneca: repositorio Uniandes
repository_id_str
spelling Al consultar y hacer uso de este recurso, está aceptando las condiciones de uso establecidas por los autores.http://creativecommons.org/licenses/by-nc-sa/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Junca Peláez, Mauricio Josévirtual::1024-1Avila Girardot, Daniel Felipefe491b7c-b691-4a9e-a0b7-c63362018e1b500Hoegele, Michael AntonCardeño Acero, LiliamBogotá2018-09-28T11:01:01Z2018-09-28T11:01:01Z2016http://hdl.handle.net/1992/13901u753782.pdfinstname:Universidad de los Andesreponame:Repositorio Institucional Sénecarepourl:https://repositorio.uniandes.edu.co/"Along this work we study some stability-related problems in the context of Controlled Markov chains. As a first problem, we consider a division of the state space, and the goal is to construct a control policy such that the chain stabilize as much as possible in each portlon of the division without leaving it. As a second problem, we characterize the domain of attraction and escape set of a controlled Markov chain via a function v, which happens to be the solution of a Bellman's equation. The interpretation of v as the solutlon of a Bellman's equation also provides a way to calculate such function via a linear program. Finally, under some assumptions, we find a policy that maximize the probability of reaching certain set A. Our approach uses certain cost functions and dynamical programming, so it can be solved using a linear program."Magíster en MatemáticasMaestría49 hojasapplication/pdfengUniandesMaestría en MatemáticasFacultad de CienciasDepartamento de Matemáticasinstname:Universidad de los Andesreponame:Repositorio Institucional SénecaControlled markov chains : some stability problemsTrabajo de grado - Maestríainfo:eu-repo/semantics/masterThesishttp://purl.org/coar/version/c_970fb48d4fbd8a85Texthttp://purl.org/redcol/resource_type/TMProcesos de MarkovProcesos estocásticosProgramación dinámicaMatemáticasPublicationhttps://scholar.google.es/citations?user=CoIlxH0AAAAJvirtual::1024-10000-0002-5541-0758virtual::1024-1https://scienti.minciencias.gov.co/cvlac/visualizador/generarCurriculoCv.do?cod_rh=0000155861virtual::1024-11e5c3dc6-4d9c-406b-9f99-5c91523b7e49virtual::1024-11e5c3dc6-4d9c-406b-9f99-5c91523b7e49virtual::1024-1ORIGINALu753782.pdfapplication/pdf349998https://repositorio.uniandes.edu.co/bitstreams/d0752a21-ae31-421c-93a1-d08446c404ff/downloade593b8621cdf0604b984f6f39d24e3dfMD51TEXTu753782.pdf.txtu753782.pdf.txtExtracted texttext/plain72185https://repositorio.uniandes.edu.co/bitstreams/385410bd-c7c2-449a-8ced-bb7eb5d6b4a5/downloadb8bc8d29759f4fc8e970d4919206f092MD54THUMBNAILu753782.pdf.jpgu753782.pdf.jpgIM Thumbnailimage/jpeg3877https://repositorio.uniandes.edu.co/bitstreams/6793ef26-7f65-4b40-a405-a7c674a7323e/download18df3e8db375596394be21822f12745cMD551992/13901oai:repositorio.uniandes.edu.co:1992/139012024-03-13 11:51:55.073http://creativecommons.org/licenses/by-nc-sa/4.0/open.accesshttps://repositorio.uniandes.edu.coRepositorio institucional Sénecaadminrepositorio@uniandes.edu.co
dc.title.es_CO.fl_str_mv Controlled markov chains : some stability problems
title Controlled markov chains : some stability problems
spellingShingle Controlled markov chains : some stability problems
Procesos de Markov
Procesos estocásticos
Programación dinámica
Matemáticas
title_short Controlled markov chains : some stability problems
title_full Controlled markov chains : some stability problems
title_fullStr Controlled markov chains : some stability problems
title_full_unstemmed Controlled markov chains : some stability problems
title_sort Controlled markov chains : some stability problems
dc.creator.fl_str_mv Avila Girardot, Daniel Felipe
dc.contributor.advisor.none.fl_str_mv Junca Peláez, Mauricio José
dc.contributor.author.none.fl_str_mv Avila Girardot, Daniel Felipe
dc.contributor.jury.none.fl_str_mv Hoegele, Michael Anton
Cardeño Acero, Liliam
dc.subject.keyword.es_CO.fl_str_mv Procesos de Markov
Procesos estocásticos
Programación dinámica
topic Procesos de Markov
Procesos estocásticos
Programación dinámica
Matemáticas
dc.subject.themes.none.fl_str_mv Matemáticas
description "Along this work we study some stability-related problems in the context of Controlled Markov chains. As a first problem, we consider a division of the state space, and the goal is to construct a control policy such that the chain stabilize as much as possible in each portlon of the division without leaving it. As a second problem, we characterize the domain of attraction and escape set of a controlled Markov chain via a function v, which happens to be the solution of a Bellman's equation. The interpretation of v as the solutlon of a Bellman's equation also provides a way to calculate such function via a linear program. Finally, under some assumptions, we find a policy that maximize the probability of reaching certain set A. Our approach uses certain cost functions and dynamical programming, so it can be solved using a linear program."
publishDate 2016
dc.date.issued.es_CO.fl_str_mv 2016
dc.date.accessioned.none.fl_str_mv 2018-09-28T11:01:01Z
dc.date.available.none.fl_str_mv 2018-09-28T11:01:01Z
dc.type.spa.fl_str_mv Trabajo de grado - Maestría
dc.type.coarversion.fl_str_mv http://purl.org/coar/version/c_970fb48d4fbd8a85
dc.type.driver.spa.fl_str_mv info:eu-repo/semantics/masterThesis
dc.type.content.spa.fl_str_mv Text
dc.type.redcol.spa.fl_str_mv http://purl.org/redcol/resource_type/TM
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/1992/13901
dc.identifier.pdf.none.fl_str_mv u753782.pdf
dc.identifier.instname.spa.fl_str_mv instname:Universidad de los Andes
dc.identifier.reponame.spa.fl_str_mv reponame:Repositorio Institucional Séneca
dc.identifier.repourl.spa.fl_str_mv repourl:https://repositorio.uniandes.edu.co/
url http://hdl.handle.net/1992/13901
identifier_str_mv u753782.pdf
instname:Universidad de los Andes
reponame:Repositorio Institucional Séneca
repourl:https://repositorio.uniandes.edu.co/
dc.language.iso.es_CO.fl_str_mv eng
language eng
dc.rights.uri.*.fl_str_mv http://creativecommons.org/licenses/by-nc-sa/4.0/
dc.rights.accessrights.spa.fl_str_mv info:eu-repo/semantics/openAccess
dc.rights.coar.spa.fl_str_mv http://purl.org/coar/access_right/c_abf2
rights_invalid_str_mv http://creativecommons.org/licenses/by-nc-sa/4.0/
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.format.extent.es_CO.fl_str_mv 49 hojas
dc.format.mimetype.es_CO.fl_str_mv application/pdf
dc.coverage.spatial.es_CO.fl_str_mv Bogotá
dc.publisher.none.fl_str_mv Uniandes
dc.publisher.program.es_CO.fl_str_mv Maestría en Matemáticas
dc.publisher.faculty.es_CO.fl_str_mv Facultad de Ciencias
dc.publisher.department.es_CO.fl_str_mv Departamento de Matemáticas
publisher.none.fl_str_mv Uniandes
dc.source.es_CO.fl_str_mv instname:Universidad de los Andes
reponame:Repositorio Institucional Séneca
instname_str Universidad de los Andes
institution Universidad de los Andes
reponame_str Repositorio Institucional Séneca
collection Repositorio Institucional Séneca
bitstream.url.fl_str_mv https://repositorio.uniandes.edu.co/bitstreams/d0752a21-ae31-421c-93a1-d08446c404ff/download
https://repositorio.uniandes.edu.co/bitstreams/385410bd-c7c2-449a-8ced-bb7eb5d6b4a5/download
https://repositorio.uniandes.edu.co/bitstreams/6793ef26-7f65-4b40-a405-a7c674a7323e/download
bitstream.checksum.fl_str_mv e593b8621cdf0604b984f6f39d24e3df
b8bc8d29759f4fc8e970d4919206f092
18df3e8db375596394be21822f12745c
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
repository.name.fl_str_mv Repositorio institucional Séneca
repository.mail.fl_str_mv adminrepositorio@uniandes.edu.co
_version_ 1812133807678029824