Do rats learn conditional independence?

Detalhes bibliográficos
Autor(a) principal: Bowers, Robert Ian
Data de Publicação: 2017
Outros Autores: Timberlake, William
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/1822/65744
Resumo: If acquired associations are to accurately represent real relevance relations, there is motivation for the hypothesis that learning will, in some circumstances, be more appropriately modelled, not as direct dependence, but as conditional independence. In a serial compound conditioning experiment, two groups of rats were presented with a conditioned stimulus (CS1) that imperfectly (50%) predicted food, and was itself imperfectly predicted by a CS2. Groups differed in the proportion of CS2 presentations that were ultimately followed by food (25% versus 75%). Thus, the information presented regarding the relevance of CS2 to food was ambiguous between direct dependence and conditional independence (given CS1). If rats learnt that food was conditionally independent of CS2, given CS1, subjects of both groups should thereafter respond similarly to CS2 alone. Contrary to the conditionality hypothesis, subjects attended to the direct food predictability of CS2, suggesting that rats treat even distal stimuli in a CS sequence as immediately relevant to food, not conditional on an intermediate stimulus. These results urge caution in representing indirect associations as conditional associations, accentuate the theoretical weight of the Markov condition in graphical models, and challenge theories to articulate the conditions under which animals are expected to learn conditional associations, if ever.
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spelling Do rats learn conditional independence?Rattus norvegicusconditionalitycausal reasoningassociative learninggraphical modelsMarkov conditionCiências Sociais::PsicologiaScience & TechnologyIf acquired associations are to accurately represent real relevance relations, there is motivation for the hypothesis that learning will, in some circumstances, be more appropriately modelled, not as direct dependence, but as conditional independence. In a serial compound conditioning experiment, two groups of rats were presented with a conditioned stimulus (CS1) that imperfectly (50%) predicted food, and was itself imperfectly predicted by a CS2. Groups differed in the proportion of CS2 presentations that were ultimately followed by food (25% versus 75%). Thus, the information presented regarding the relevance of CS2 to food was ambiguous between direct dependence and conditional independence (given CS1). If rats learnt that food was conditionally independent of CS2, given CS1, subjects of both groups should thereafter respond similarly to CS2 alone. Contrary to the conditionality hypothesis, subjects attended to the direct food predictability of CS2, suggesting that rats treat even distal stimuli in a CS sequence as immediately relevant to food, not conditional on an intermediate stimulus. These results urge caution in representing indirect associations as conditional associations, accentuate the theoretical weight of the Markov condition in graphical models, and challenge theories to articulate the conditions under which animals are expected to learn conditional associations, if ever.All funding for the project was internal, from Indiana University.Royal SocietyUniversidade do MinhoBowers, Robert IanTimberlake, William2017-022017-02-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/1822/65744engBowers RI, Timberlake W 2017 Do rats learn conditional independence? R. Soc. open sci. 4: 160994. http://dx.doi.org/10.1098/rsos.1609942054-570310.1098/rsos.160994https://royalsocietypublishing.org/doi/10.1098/rsos.160994info: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:RCAAP2023-07-21T12:10:45Zoai:repositorium.sdum.uminho.pt:1822/65744Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T19:02:25.190181Repositório 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 Do rats learn conditional independence?
title Do rats learn conditional independence?
spellingShingle Do rats learn conditional independence?
Bowers, Robert Ian
Rattus norvegicus
conditionality
causal reasoning
associative learning
graphical models
Markov condition
Ciências Sociais::Psicologia
Science & Technology
title_short Do rats learn conditional independence?
title_full Do rats learn conditional independence?
title_fullStr Do rats learn conditional independence?
title_full_unstemmed Do rats learn conditional independence?
title_sort Do rats learn conditional independence?
author Bowers, Robert Ian
author_facet Bowers, Robert Ian
Timberlake, William
author_role author
author2 Timberlake, William
author2_role author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Bowers, Robert Ian
Timberlake, William
dc.subject.por.fl_str_mv Rattus norvegicus
conditionality
causal reasoning
associative learning
graphical models
Markov condition
Ciências Sociais::Psicologia
Science & Technology
topic Rattus norvegicus
conditionality
causal reasoning
associative learning
graphical models
Markov condition
Ciências Sociais::Psicologia
Science & Technology
description If acquired associations are to accurately represent real relevance relations, there is motivation for the hypothesis that learning will, in some circumstances, be more appropriately modelled, not as direct dependence, but as conditional independence. In a serial compound conditioning experiment, two groups of rats were presented with a conditioned stimulus (CS1) that imperfectly (50%) predicted food, and was itself imperfectly predicted by a CS2. Groups differed in the proportion of CS2 presentations that were ultimately followed by food (25% versus 75%). Thus, the information presented regarding the relevance of CS2 to food was ambiguous between direct dependence and conditional independence (given CS1). If rats learnt that food was conditionally independent of CS2, given CS1, subjects of both groups should thereafter respond similarly to CS2 alone. Contrary to the conditionality hypothesis, subjects attended to the direct food predictability of CS2, suggesting that rats treat even distal stimuli in a CS sequence as immediately relevant to food, not conditional on an intermediate stimulus. These results urge caution in representing indirect associations as conditional associations, accentuate the theoretical weight of the Markov condition in graphical models, and challenge theories to articulate the conditions under which animals are expected to learn conditional associations, if ever.
publishDate 2017
dc.date.none.fl_str_mv 2017-02
2017-02-01T00:00:00Z
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/1822/65744
url http://hdl.handle.net/1822/65744
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Bowers RI, Timberlake W 2017 Do rats learn conditional independence? R. Soc. open sci. 4: 160994. http://dx.doi.org/10.1098/rsos.160994
2054-5703
10.1098/rsos.160994
https://royalsocietypublishing.org/doi/10.1098/rsos.160994
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 Royal Society
publisher.none.fl_str_mv Royal Society
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
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