AAD: breaking the primal barrier

Detalhes bibliográficos
Autor(a) principal: Goloubentsev, Dmitri
Data de Publicação: 2019
Outros Autores: Lakshtanov, Evgeny
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10773/26588
Resumo: In this article we present a new approach for automatic adjoint differentiation (AAD) with a special focus on computations where derivatives ∂F(X) ∂X are required for multiple instances of vectors X. In practice, the presented approach is able to calculate all the differentials faster than the primal (original) C++ program for F.
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spelling AAD: breaking the primal barrierAADAutomatic adjoint differentiationAutomatic differentiationC++Code transformationOperator overloadingIn this article we present a new approach for automatic adjoint differentiation (AAD) with a special focus on computations where derivatives ∂F(X) ∂X are required for multiple instances of vectors X. In practice, the presented approach is able to calculate all the differentials faster than the primal (original) C++ program for F.Wiley2020-09-01T00:00:00Z2019-09-18T00:00:00Z2019-09-18info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10773/26588eng1540-6962Goloubentsev, DmitriLakshtanov, Evgenyinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-02-22T11:51:29Zoai:ria.ua.pt:10773/26588Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T02:59:32.260862Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv AAD: breaking the primal barrier
title AAD: breaking the primal barrier
spellingShingle AAD: breaking the primal barrier
Goloubentsev, Dmitri
AAD
Automatic adjoint differentiation
Automatic differentiation
C++
Code transformation
Operator overloading
title_short AAD: breaking the primal barrier
title_full AAD: breaking the primal barrier
title_fullStr AAD: breaking the primal barrier
title_full_unstemmed AAD: breaking the primal barrier
title_sort AAD: breaking the primal barrier
author Goloubentsev, Dmitri
author_facet Goloubentsev, Dmitri
Lakshtanov, Evgeny
author_role author
author2 Lakshtanov, Evgeny
author2_role author
dc.contributor.author.fl_str_mv Goloubentsev, Dmitri
Lakshtanov, Evgeny
dc.subject.por.fl_str_mv AAD
Automatic adjoint differentiation
Automatic differentiation
C++
Code transformation
Operator overloading
topic AAD
Automatic adjoint differentiation
Automatic differentiation
C++
Code transformation
Operator overloading
description In this article we present a new approach for automatic adjoint differentiation (AAD) with a special focus on computations where derivatives ∂F(X) ∂X are required for multiple instances of vectors X. In practice, the presented approach is able to calculate all the differentials faster than the primal (original) C++ program for F.
publishDate 2019
dc.date.none.fl_str_mv 2019-09-18T00:00:00Z
2019-09-18
2020-09-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10773/26588
url http://hdl.handle.net/10773/26588
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1540-6962
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Wiley
publisher.none.fl_str_mv Wiley
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv
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