Validation of the Cognitive Structure of an Arithmetic Test with the Least Squares Distance Model (LSDM)

The aim of the present paper is to collect evidence about validity of the cognitive structure proposed to solve the items of an arithmetic test using an Item Response Theory based cognitive diagnosis model called Least Squares Distance Model (LSDM). The test was applied to a sample of 382 students o...

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Tipo de recurso:
article
Fecha de publicación:
2013
Institución:
Pontificia Universidad Javeriana
Repositorio:
Repositorio Universidad Javeriana
Idioma:
spa
OAI Identifier:
oai:repository.javeriana.edu.co:10554/33402
Acceso en línea:
http://revistas.javeriana.edu.co/index.php/revPsycho/article/view/3671
http://hdl.handle.net/10554/33402
Palabra clave:
Modelos de diagnostico cognitivo, Modelo de las Distancias Mínimo Cuadráticas, Test de Aritmética, Matriz Q.
Cognitive diagnosis models, Least Squares Distance Model, Arithmetic Test, Q-matrix.
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openAccess
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Atribución-NoComercial-SinDerivadas 4.0 Internacional
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oai_identifier_str oai:repository.javeriana.edu.co:10554/33402
network_acronym_str JAVERIANA
network_name_str Repositorio Universidad Javeriana
repository_id_str
spelling Validation of the Cognitive Structure of an Arithmetic Test with the Least Squares Distance Model (LSDM)Validación de la estructura cognitiva de una prueba aritmética con el Modelo de Distancia Mínima de Cuadrados (LSDM)Romero Martínez, Sonia Janeth; Universidad a Distancia de MadridOrdonez Camacho, Xavier Giovanni; Universidad Complutense de MadridModelos de diagnostico cognitivo, Modelo de las Distancias Mínimo Cuadráticas, Test de Aritmética, Matriz Q.Cognitive diagnosis models, Least Squares Distance Model, Arithmetic Test, Q-matrix.The aim of the present paper is to collect evidence about validity of the cognitive structure proposed to solve the items of an arithmetic test using an Item Response Theory based cognitive diagnosis model called Least Squares Distance Model (LSDM). The test was applied to a sample of 382 students of 7th grade from five public high schools in Bogotá-Colombia. With this data the objective was addressed in three ways: first, the analysis of two statistical validity indices; second by a cross-validation of the LSDM results on attribute difficulties using other cognitive model (LLTM), and third, by comparing the LSDM results with the observed scores on individual attributes. The logical behavior of the probability curves for the five attributes under study provides important evidence for heir overall validity. Additional specific evidences of validity are also presented in the results.El objetivo del presente trabajo ha sido reunir evidencias sobre la validez de la estructura cognitiva propuesta para resolver los ítems de un test de aritmética, mediante la aplicación de un modelo de diagnóstico cognitivo basado en la Teoría de Respuesta al Item llamado Modelo de las Distancias Mínimo Cuadráticas (LSDM, por sus siglas en inglés). El test se aplicó a una muestra de 382 estudiantes de séptimo grado en cinco colegios públicos en Bogotá-Colombia. Usando estos datos el objetivo se abordó de tres maneras: en primer lugar se analizaron dos índices estadísticos de validez, en segundo lugar, se realizó una validación cruzada de los resultados del LSDM sobre las dificultades de atributos utilizando otro modelo cognitivo (LLTM) y en tercer lugar, se compararon los resultados del modelo con las puntuaciones observadas en atributos individuales. El comportamiento lógico de las curvas de probabilidad para los cinco atributos estudiados proporciona importante evidencia para su validez general. En los resultados se presentan también otras evidencias concretas de validez de la estructura propuesta.Pontificia Universidad Javeriananullnull2018-02-24T16:06:11Z2020-04-15T18:30:48Z2018-02-24T16:06:11Z2020-04-15T18:30:48Z2013-06-11http://purl.org/coar/version/c_970fb48d4fbd8a85Artículo de revistahttp://purl.org/coar/resource_type/c_6501info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionPDFapplication/pdfapplication/pdfhttp://revistas.javeriana.edu.co/index.php/revPsycho/article/view/36712011-27771657-9267http://hdl.handle.net/10554/33402spahttp://revistas.javeriana.edu.co/index.php/revPsycho/article/view/3671/7086http://revistas.javeriana.edu.co/index.php/revPsycho/article/view/3671/6800http://revistas.javeriana.edu.co/index.php/revPsycho/article/downloadSuppFile/3671/761http://revistas.javeriana.edu.co/index.php/revPsycho/article/downloadSuppFile/3671/762http://revistas.javeriana.edu.co/index.php/revPsycho/article/downloadSuppFile/3671/763http://revistas.javeriana.edu.co/index.php/revPsycho/article/downloadSuppFile/3671/764http://revistas.javeriana.edu.co/index.php/revPsycho/article/downloadSuppFile/3671/765http://revistas.javeriana.edu.co/index.php/revPsycho/article/downloadSuppFile/3671/766Universitas Psychologica; Vol. 13, Núm. 1 (2014); 333-346Atribución-NoComercial-SinDerivadas 4.0 Internacionalinfo:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2reponame:Repositorio Universidad Javerianainstname:Pontificia Universidad Javerianainstacron:Pontificia Universidad Javeriana2023-03-29T19:28:49Z
dc.title.none.fl_str_mv Validation of the Cognitive Structure of an Arithmetic Test with the Least Squares Distance Model (LSDM)
Validación de la estructura cognitiva de una prueba aritmética con el Modelo de Distancia Mínima de Cuadrados (LSDM)
title Validation of the Cognitive Structure of an Arithmetic Test with the Least Squares Distance Model (LSDM)
spellingShingle Validation of the Cognitive Structure of an Arithmetic Test with the Least Squares Distance Model (LSDM)
Romero Martínez, Sonia Janeth; Universidad a Distancia de Madrid
Modelos de diagnostico cognitivo, Modelo de las Distancias Mínimo Cuadráticas, Test de Aritmética, Matriz Q.
Cognitive diagnosis models, Least Squares Distance Model, Arithmetic Test, Q-matrix.
title_short Validation of the Cognitive Structure of an Arithmetic Test with the Least Squares Distance Model (LSDM)
title_full Validation of the Cognitive Structure of an Arithmetic Test with the Least Squares Distance Model (LSDM)
title_fullStr Validation of the Cognitive Structure of an Arithmetic Test with the Least Squares Distance Model (LSDM)
title_full_unstemmed Validation of the Cognitive Structure of an Arithmetic Test with the Least Squares Distance Model (LSDM)
title_sort Validation of the Cognitive Structure of an Arithmetic Test with the Least Squares Distance Model (LSDM)
dc.creator.none.fl_str_mv Romero Martínez, Sonia Janeth; Universidad a Distancia de Madrid
Ordonez Camacho, Xavier Giovanni; Universidad Complutense de Madrid
author Romero Martínez, Sonia Janeth; Universidad a Distancia de Madrid
author_facet Romero Martínez, Sonia Janeth; Universidad a Distancia de Madrid
Ordonez Camacho, Xavier Giovanni; Universidad Complutense de Madrid
author_role author
author2 Ordonez Camacho, Xavier Giovanni; Universidad Complutense de Madrid
author2_role author
dc.contributor.none.fl_str_mv null
null
dc.subject.none.fl_str_mv Modelos de diagnostico cognitivo, Modelo de las Distancias Mínimo Cuadráticas, Test de Aritmética, Matriz Q.
Cognitive diagnosis models, Least Squares Distance Model, Arithmetic Test, Q-matrix.
topic Modelos de diagnostico cognitivo, Modelo de las Distancias Mínimo Cuadráticas, Test de Aritmética, Matriz Q.
Cognitive diagnosis models, Least Squares Distance Model, Arithmetic Test, Q-matrix.
description The aim of the present paper is to collect evidence about validity of the cognitive structure proposed to solve the items of an arithmetic test using an Item Response Theory based cognitive diagnosis model called Least Squares Distance Model (LSDM). The test was applied to a sample of 382 students of 7th grade from five public high schools in Bogotá-Colombia. With this data the objective was addressed in three ways: first, the analysis of two statistical validity indices; second by a cross-validation of the LSDM results on attribute difficulties using other cognitive model (LLTM), and third, by comparing the LSDM results with the observed scores on individual attributes. The logical behavior of the probability curves for the five attributes under study provides important evidence for heir overall validity. Additional specific evidences of validity are also presented in the results.
publishDate 2013
dc.date.none.fl_str_mv 2013-06-11
2018-02-24T16:06:11Z
2018-02-24T16:06:11Z
2020-04-15T18:30:48Z
2020-04-15T18:30:48Z
dc.type.none.fl_str_mv http://purl.org/coar/version/c_970fb48d4fbd8a85
Artículo de revista
http://purl.org/coar/resource_type/c_6501
info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv http://revistas.javeriana.edu.co/index.php/revPsycho/article/view/3671
2011-2777
1657-9267
http://hdl.handle.net/10554/33402
url http://revistas.javeriana.edu.co/index.php/revPsycho/article/view/3671
http://hdl.handle.net/10554/33402
identifier_str_mv 2011-2777
1657-9267
dc.language.none.fl_str_mv spa
language spa
dc.relation.none.fl_str_mv http://revistas.javeriana.edu.co/index.php/revPsycho/article/view/3671/7086
http://revistas.javeriana.edu.co/index.php/revPsycho/article/view/3671/6800
http://revistas.javeriana.edu.co/index.php/revPsycho/article/downloadSuppFile/3671/761
http://revistas.javeriana.edu.co/index.php/revPsycho/article/downloadSuppFile/3671/762
http://revistas.javeriana.edu.co/index.php/revPsycho/article/downloadSuppFile/3671/763
http://revistas.javeriana.edu.co/index.php/revPsycho/article/downloadSuppFile/3671/764
http://revistas.javeriana.edu.co/index.php/revPsycho/article/downloadSuppFile/3671/765
http://revistas.javeriana.edu.co/index.php/revPsycho/article/downloadSuppFile/3671/766
Universitas Psychologica; Vol. 13, Núm. 1 (2014); 333-346
dc.rights.none.fl_str_mv Atribución-NoComercial-SinDerivadas 4.0 Internacional
info:eu-repo/semantics/openAccess
http://purl.org/coar/access_right/c_abf2
rights_invalid_str_mv Atribución-NoComercial-SinDerivadas 4.0 Internacional
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv PDF
application/pdf
application/pdf
dc.publisher.none.fl_str_mv Pontificia Universidad Javeriana
publisher.none.fl_str_mv Pontificia Universidad Javeriana
dc.source.none.fl_str_mv reponame:Repositorio Universidad Javeriana
instname:Pontificia Universidad Javeriana
instacron:Pontificia Universidad Javeriana
instname_str Pontificia Universidad Javeriana
instacron_str Pontificia Universidad Javeriana
institution Pontificia Universidad Javeriana
reponame_str Repositorio Universidad Javeriana
collection Repositorio Universidad Javeriana
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