Stochastic neural networks

Artificial neural networks are brain-like models of parallel computations and cognitive phenomena. We sample some basic results about neural networks as they relate to stochastic and statistical processes. Given the explosivo amount of material, only models bearing a stochastic component in the func...

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Autores:
Garzón, Max
Torres, Luz Gloria
Tipo de recurso:
Article of journal
Fecha de publicación:
1991
Institución:
Universidad Nacional de Colombia
Repositorio:
Universidad Nacional de Colombia
Idioma:
spa
OAI Identifier:
oai:repositorio.unal.edu.co:unal/24310
Acceso en línea:
https://repositorio.unal.edu.co/handle/unal/24310
http://bdigital.unal.edu.co/15347/
Palabra clave:
Estadística aplicada
Procesos estocásticos
Redes neurales (Informática)
Algoritmos (matemáticas)
Estadística aplicada
Procesos estocásticos
Redes neurales (Informática)
Algoritmos (matemáticas)
Rights
openAccess
License
Atribución-NoComercial 4.0 Internacional
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spelling Atribución-NoComercial 4.0 InternacionalDerechos reservados - Universidad Nacional de Colombiahttp://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Garzón, Max1949ef94-da41-418c-a84c-52b20da13156300Torres, Luz Gloriaac4a93ac-13e8-44bd-883c-e84262f79dde3002019-06-25T22:35:46Z2019-06-25T22:35:46Z1991https://repositorio.unal.edu.co/handle/unal/24310http://bdigital.unal.edu.co/15347/Artificial neural networks are brain-like models of parallel computations and cognitive phenomena. We sample some basic results about neural networks as they relate to stochastic and statistical processes. Given the explosivo amount of material, only models bearing a stochastic component in the function or analysis are presented, such as Hopfield and feedforward nets, Boltzman machines and some recurrent networks. Basic algorithms for learning such as backpropagation and gradient descent are sketched. A handful of applications (associative memories, pattem recognition, time series forecast) aredescribed. Finally, some current trends in the field are discussed.application/pdfspaUniversidad Nacional de Colombiahttp://revistas.unal.edu.co/index.php/estad/article/view/9952Universidad Nacional de Colombia Revistas electrónicas UN Revista Colombiana de EstadísticaRevista Colombiana de EstadísticaRevista Colombiana de Estadística; Vol. 12, núm. 23-24 (1991) Revista Colombiana de Estadística; Vol. 12, núm. 23-24 (1991) 0120-1751Garzón, Max and Torres, Luz Gloria (1991) Stochastic neural networks. Revista Colombiana de Estadística; Vol. 12, núm. 23-24 (1991) Revista Colombiana de Estadística; Vol. 12, núm. 23-24 (1991) 0120-1751 .Stochastic neural networksArtículo de revistainfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1http://purl.org/coar/version/c_970fb48d4fbd8a85Texthttp://purl.org/redcol/resource_type/ARTEstadística aplicadaProcesos estocásticosRedes neurales (Informática)Algoritmos (matemáticas)Estadística aplicadaProcesos estocásticosRedes neurales (Informática)Algoritmos (matemáticas)ORIGINAL9952-17970-1-PB.pdfapplication/pdf2367771https://repositorio.unal.edu.co/bitstream/unal/24310/1/9952-17970-1-PB.pdf183549cd3928ce474fbf38cf8dad13e4MD51THUMBNAIL9952-17970-1-PB.pdf.jpg9952-17970-1-PB.pdf.jpgGenerated Thumbnailimage/jpeg6814https://repositorio.unal.edu.co/bitstream/unal/24310/2/9952-17970-1-PB.pdf.jpg21fb55c309d425f29f5a1e0aca259a5dMD52unal/24310oai:repositorio.unal.edu.co:unal/243102022-10-24 23:02:13.823Repositorio Institucional Universidad Nacional de Colombiarepositorio_nal@unal.edu.co
dc.title.spa.fl_str_mv Stochastic neural networks
title Stochastic neural networks
spellingShingle Stochastic neural networks
Estadística aplicada
Procesos estocásticos
Redes neurales (Informática)
Algoritmos (matemáticas)
Estadística aplicada
Procesos estocásticos
Redes neurales (Informática)
Algoritmos (matemáticas)
title_short Stochastic neural networks
title_full Stochastic neural networks
title_fullStr Stochastic neural networks
title_full_unstemmed Stochastic neural networks
title_sort Stochastic neural networks
dc.creator.fl_str_mv Garzón, Max
Torres, Luz Gloria
dc.contributor.author.spa.fl_str_mv Garzón, Max
Torres, Luz Gloria
dc.subject.proposal.spa.fl_str_mv Estadística aplicada
Procesos estocásticos
Redes neurales (Informática)
Algoritmos (matemáticas)
Estadística aplicada
Procesos estocásticos
Redes neurales (Informática)
Algoritmos (matemáticas)
topic Estadística aplicada
Procesos estocásticos
Redes neurales (Informática)
Algoritmos (matemáticas)
Estadística aplicada
Procesos estocásticos
Redes neurales (Informática)
Algoritmos (matemáticas)
description Artificial neural networks are brain-like models of parallel computations and cognitive phenomena. We sample some basic results about neural networks as they relate to stochastic and statistical processes. Given the explosivo amount of material, only models bearing a stochastic component in the function or analysis are presented, such as Hopfield and feedforward nets, Boltzman machines and some recurrent networks. Basic algorithms for learning such as backpropagation and gradient descent are sketched. A handful of applications (associative memories, pattem recognition, time series forecast) aredescribed. Finally, some current trends in the field are discussed.
publishDate 1991
dc.date.issued.spa.fl_str_mv 1991
dc.date.accessioned.spa.fl_str_mv 2019-06-25T22:35:46Z
dc.date.available.spa.fl_str_mv 2019-06-25T22:35:46Z
dc.type.spa.fl_str_mv Artículo de revista
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format http://purl.org/coar/resource_type/c_6501
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dc.identifier.eprints.spa.fl_str_mv http://bdigital.unal.edu.co/15347/
url https://repositorio.unal.edu.co/handle/unal/24310
http://bdigital.unal.edu.co/15347/
dc.language.iso.spa.fl_str_mv spa
language spa
dc.relation.spa.fl_str_mv http://revistas.unal.edu.co/index.php/estad/article/view/9952
dc.relation.ispartof.spa.fl_str_mv Universidad Nacional de Colombia Revistas electrónicas UN Revista Colombiana de Estadística
Revista Colombiana de Estadística
dc.relation.ispartofseries.none.fl_str_mv Revista Colombiana de Estadística; Vol. 12, núm. 23-24 (1991) Revista Colombiana de Estadística; Vol. 12, núm. 23-24 (1991) 0120-1751
dc.relation.references.spa.fl_str_mv Garzón, Max and Torres, Luz Gloria (1991) Stochastic neural networks. Revista Colombiana de Estadística; Vol. 12, núm. 23-24 (1991) Revista Colombiana de Estadística; Vol. 12, núm. 23-24 (1991) 0120-1751 .
dc.rights.spa.fl_str_mv Derechos reservados - Universidad Nacional de Colombia
dc.rights.coar.fl_str_mv http://purl.org/coar/access_right/c_abf2
dc.rights.license.spa.fl_str_mv Atribución-NoComercial 4.0 Internacional
dc.rights.uri.spa.fl_str_mv http://creativecommons.org/licenses/by-nc/4.0/
dc.rights.accessrights.spa.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv Atribución-NoComercial 4.0 Internacional
Derechos reservados - Universidad Nacional de Colombia
http://creativecommons.org/licenses/by-nc/4.0/
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.format.mimetype.spa.fl_str_mv application/pdf
dc.publisher.spa.fl_str_mv Universidad Nacional de Colombia
institution Universidad Nacional de Colombia
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