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...
- Autores:
- 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.
- Rights
- openAccess
- License
- Atribución-NoComercial-SinDerivadas 4.0 Internacional
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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 |
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Pontificia Universidad Javeriana |
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Pontificia Universidad Javeriana |
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Pontificia Universidad Javeriana |
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