A Bayesian random weights linear logistic test model for within-test practice effects

The present paper introduces a random weights linear logistic test model for the measurement of individual differences in operation-specific practice effects within a single administration of a test. The proposed model is an extension of the linear logistic test model of learning developed by Spada...

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Detalhes bibliográficos
Autores: Lozano Bleda, José Héctor, Revuelta Menéndez, Javier
Formato: artículo
Fecha de publicación:2023
País:España
Recursos:Universidad Autónoma de Madrid
Repositorio:Biblos-e Archivo. Repositorio Institucional de la UAM
Idioma:inglés
OAI Identifier:oai:repositorio.uam.es:10486/712415
Acesso em linha:http://hdl.handle.net/10486/712415
https://dx.doi.org/10.1177/01466216231209752
Access Level:acceso abierto
Palavra-chave:ability to learn
linear logistic test model
Markov chain Monte Carlo
random effects
learning models
Psicología
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spelling A Bayesian random weights linear logistic test model for within-test practice effectsLozano Bleda, José HéctorRevuelta Menéndez, Javierability to learnlinear logistic test modelMarkov chain Monte Carlorandom effectslearning modelsPsicologíaThe present paper introduces a random weights linear logistic test model for the measurement of individual differences in operation-specific practice effects within a single administration of a test. The proposed model is an extension of the linear logistic test model of learning developed by Spada (1977) in which the practice effects are considered random effects varying across examinees. A Bayesian framework was used for model estimation and evaluation. A simulation study was conducted to examine the behavior of the model in combination with the Bayesian procedures. The results demonstrated the good performance of the estimation and evaluation methods. Additionally, an empirical study was conducted to illustrate the applicability of the model to real data. The model was applied to a sample of responses from a logical ability test providing evidence of individual differences in operation-specific practice effectsThis work was supported by the Ministerio de Ciencia, Innovación y Universidades (PID2021-124885NB-I00). The computations were run with the support of the Scientific Computing Centre at Universidad Autónoma de Madrid (CCC-UAM)SageDepartamento de Psicología Social y MetodologíaFacultad de Psicología20232023-11-01research articlehttp://purl.org/coar/resource_type/c_2df8fbb1AMhttp://purl.org/coar/version/c_ab4af688f83e57aainfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10486/712415https://dx.doi.org/10.1177/01466216231209752reponame:Biblos-e Archivo. Repositorio Institucional de la UAMinstname:Universidad Autónoma de MadridInglésengopen accesshttp://purl.org/coar/access_right/c_abf2info:eu-repo/semantics/openAccessoai:repositorio.uam.es:10486/7124152026-06-23T12:46:27Z
dc.title.none.fl_str_mv A Bayesian random weights linear logistic test model for within-test practice effects
title A Bayesian random weights linear logistic test model for within-test practice effects
spellingShingle A Bayesian random weights linear logistic test model for within-test practice effects
Lozano Bleda, José Héctor
ability to learn
linear logistic test model
Markov chain Monte Carlo
random effects
learning models
Psicología
title_short A Bayesian random weights linear logistic test model for within-test practice effects
title_full A Bayesian random weights linear logistic test model for within-test practice effects
title_fullStr A Bayesian random weights linear logistic test model for within-test practice effects
title_full_unstemmed A Bayesian random weights linear logistic test model for within-test practice effects
title_sort A Bayesian random weights linear logistic test model for within-test practice effects
dc.creator.none.fl_str_mv Lozano Bleda, José Héctor
Revuelta Menéndez, Javier
author Lozano Bleda, José Héctor
author_facet Lozano Bleda, José Héctor
Revuelta Menéndez, Javier
author_role author
author2 Revuelta Menéndez, Javier
author2_role author
dc.contributor.none.fl_str_mv Departamento de Psicología Social y Metodología
Facultad de Psicología
dc.subject.none.fl_str_mv ability to learn
linear logistic test model
Markov chain Monte Carlo
random effects
learning models
Psicología
topic ability to learn
linear logistic test model
Markov chain Monte Carlo
random effects
learning models
Psicología
description The present paper introduces a random weights linear logistic test model for the measurement of individual differences in operation-specific practice effects within a single administration of a test. The proposed model is an extension of the linear logistic test model of learning developed by Spada (1977) in which the practice effects are considered random effects varying across examinees. A Bayesian framework was used for model estimation and evaluation. A simulation study was conducted to examine the behavior of the model in combination with the Bayesian procedures. The results demonstrated the good performance of the estimation and evaluation methods. Additionally, an empirical study was conducted to illustrate the applicability of the model to real data. The model was applied to a sample of responses from a logical ability test providing evidence of individual differences in operation-specific practice effects
publishDate 2023
dc.date.none.fl_str_mv 2023
2023-11-01
dc.type.none.fl_str_mv research article
http://purl.org/coar/resource_type/c_2df8fbb1
AM
http://purl.org/coar/version/c_ab4af688f83e57aa
dc.type.openaire.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv http://hdl.handle.net/10486/712415
https://dx.doi.org/10.1177/01466216231209752
url http://hdl.handle.net/10486/712415
https://dx.doi.org/10.1177/01466216231209752
dc.language.none.fl_str_mv Inglés
eng
language_invalid_str_mv Inglés
language eng
dc.rights.none.fl_str_mv open access
http://purl.org/coar/access_right/c_abf2
dc.rights.openaire.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv open access
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Sage
publisher.none.fl_str_mv Sage
dc.source.none.fl_str_mv reponame:Biblos-e Archivo. Repositorio Institucional de la UAM
instname:Universidad Autónoma de Madrid
instname_str Universidad Autónoma de Madrid
reponame_str Biblos-e Archivo. Repositorio Institucional de la UAM
collection Biblos-e Archivo. Repositorio Institucional de la UAM
repository.name.fl_str_mv
repository.mail.fl_str_mv
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score 15,301603

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