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A building block for hardware belief networks

Belief networks represent a powerful approach to problems involving probabilistic inference, but much of the work in this area is software based utilizing standard deterministic hardware based on the transistor which provides the gain and directionality needed to interconnect billions of them into u...

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Detalles Bibliográficos
Autores principales: Behin-Aein, Behtash, Diep, Vinh, Datta, Supriyo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4956763/
https://www.ncbi.nlm.nih.gov/pubmed/27443521
http://dx.doi.org/10.1038/srep29893
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author Behin-Aein, Behtash
Diep, Vinh
Datta, Supriyo
author_facet Behin-Aein, Behtash
Diep, Vinh
Datta, Supriyo
author_sort Behin-Aein, Behtash
collection PubMed
description Belief networks represent a powerful approach to problems involving probabilistic inference, but much of the work in this area is software based utilizing standard deterministic hardware based on the transistor which provides the gain and directionality needed to interconnect billions of them into useful networks. This paper proposes a transistor like device that could provide an analogous building block for probabilistic networks. We present two proof-of-concept examples of belief networks, one reciprocal and one non-reciprocal, implemented using the proposed device which is simulated using experimentally benchmarked models.
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spelling pubmed-49567632016-07-26 A building block for hardware belief networks Behin-Aein, Behtash Diep, Vinh Datta, Supriyo Sci Rep Article Belief networks represent a powerful approach to problems involving probabilistic inference, but much of the work in this area is software based utilizing standard deterministic hardware based on the transistor which provides the gain and directionality needed to interconnect billions of them into useful networks. This paper proposes a transistor like device that could provide an analogous building block for probabilistic networks. We present two proof-of-concept examples of belief networks, one reciprocal and one non-reciprocal, implemented using the proposed device which is simulated using experimentally benchmarked models. Nature Publishing Group 2016-07-21 /pmc/articles/PMC4956763/ /pubmed/27443521 http://dx.doi.org/10.1038/srep29893 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Behin-Aein, Behtash
Diep, Vinh
Datta, Supriyo
A building block for hardware belief networks
title A building block for hardware belief networks
title_full A building block for hardware belief networks
title_fullStr A building block for hardware belief networks
title_full_unstemmed A building block for hardware belief networks
title_short A building block for hardware belief networks
title_sort building block for hardware belief networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4956763/
https://www.ncbi.nlm.nih.gov/pubmed/27443521
http://dx.doi.org/10.1038/srep29893
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