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- Publisher Website: 10.1111/bmsp.12070
- Scopus: eid_2-s2.0-85028254916
- PMID: 27317397
- WOS: WOS:000386084900003
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Article: A sequential cognitive diagnosis model for polytomous responses
Title | A sequential cognitive diagnosis model for polytomous responses |
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Authors | |
Keywords | Cognitive diagnosis generalized DINA polytomous response processing function Q-matrix |
Issue Date | 2016 |
Publisher | John Wiley and Sons Ltd. |
Citation | British Journal of Mathematical and Statistical Psychology, 2016, v. 69 n. 3, p. 253-275 How to Cite? |
Abstract | © 2016 The British Psychological Society.This paper proposes a general polytomous cognitive diagnosis model for a special type of graded responses, where item categories are attained in a sequential manner, and associated with some attributes explicitly. To relate categories to attributes, a category-level Q-matrix is used. When the attribute and category association is specified a priori, the proposed model has the flexibility to allow different cognitive processes (e.g., conjunctive, disjunctive) to be modelled at different categories within a single item. This model can be extended for items where categories cannot be explicitly linked to attributes, and for items with unordered categories. The feasibility of the proposed model is examined using simulated data. The proposed model is illustrated using the data from the Trends in International Mathematics and Science Study 2007 assessment. |
Persistent Identifier | http://hdl.handle.net/10722/228253 |
ISSN | 2023 Impact Factor: 1.5 2023 SCImago Journal Rankings: 1.735 |
ISI Accession Number ID |
DC Field | Value | Language |
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dc.contributor.author | Ma, Wenchao | - |
dc.contributor.author | de la Torre, Jimmy | - |
dc.date.accessioned | 2016-08-01T06:45:34Z | - |
dc.date.available | 2016-08-01T06:45:34Z | - |
dc.date.issued | 2016 | - |
dc.identifier.citation | British Journal of Mathematical and Statistical Psychology, 2016, v. 69 n. 3, p. 253-275 | - |
dc.identifier.issn | 0007-1102 | - |
dc.identifier.uri | http://hdl.handle.net/10722/228253 | - |
dc.description.abstract | © 2016 The British Psychological Society.This paper proposes a general polytomous cognitive diagnosis model for a special type of graded responses, where item categories are attained in a sequential manner, and associated with some attributes explicitly. To relate categories to attributes, a category-level Q-matrix is used. When the attribute and category association is specified a priori, the proposed model has the flexibility to allow different cognitive processes (e.g., conjunctive, disjunctive) to be modelled at different categories within a single item. This model can be extended for items where categories cannot be explicitly linked to attributes, and for items with unordered categories. The feasibility of the proposed model is examined using simulated data. The proposed model is illustrated using the data from the Trends in International Mathematics and Science Study 2007 assessment. | - |
dc.language | eng | - |
dc.publisher | John Wiley and Sons Ltd. | - |
dc.relation.ispartof | British Journal of Mathematical and Statistical Psychology | - |
dc.subject | Cognitive diagnosis | - |
dc.subject | generalized DINA | - |
dc.subject | polytomous response | - |
dc.subject | processing function | - |
dc.subject | Q-matrix | - |
dc.title | A sequential cognitive diagnosis model for polytomous responses | - |
dc.type | Article | - |
dc.description.nature | link_to_subscribed_fulltext | - |
dc.identifier.doi | 10.1111/bmsp.12070 | - |
dc.identifier.pmid | 27317397 | - |
dc.identifier.scopus | eid_2-s2.0-85028254916 | - |
dc.identifier.spage | null | - |
dc.identifier.epage | null | - |
dc.identifier.eissn | 2044-8317 | - |
dc.identifier.isi | WOS:000386084900003 | - |
dc.identifier.issnl | 0007-1102 | - |