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...
- 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 |