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Multidimensional Item Response Theory×Cognitive Diagnostic Modeling×
分野EducationEducation
系統Latent structureLatent structure
提唱年20092010
提唱者Mark Reckase; foundations in factor analysis of items (Bock, McDonald)Tatsuoka; DiBello, Roussos & Stout; Junker & Sijtsma; de la Torre
種類Item response model with multiple latent ability dimensionsRestricted latent class models for diagnosing mastery of discrete skills
原典Reckase, M. D. (2009). Multidimensional Item Response Theory. Springer. DOI ↗Rupp, A. A., Templin, J., & Henson, R. A. (2010). Diagnostic Measurement: Theory, Methods, and Applications. Guilford Press. ISBN: 9781606235270
別名MIRT, Multidimensional IRT, Compensatory MIRT, Bifactor IRTCDM, Diagnostic Classification Models, DCM, DINA / G-DINA Models
関連44
概要Multidimensional item response theory (MIRT) generalizes IRT to tests that measure more than one latent ability at once. Instead of a single ability θ, each examinee is characterized by a vector of abilities, and each item by a vector of discriminations indicating how strongly it taps each dimension. MIRT unites the logic of item response theory with the structure of factor analysis, letting analysts model, for example, that a word-problem item draws on both reading and mathematics. Synthesized in Reckase's authoritative treatment, it underlies the analysis of complex, multi-skill assessments.Cognitive diagnostic models (CDMs), also called diagnostic classification models, are restricted latent class models that report not a single ability score but a profile of which discrete skills or attributes a student has mastered. Each item is linked to the attributes it requires through a Q-matrix, and the model classifies every examinee into one of the possible binary mastery patterns. CDMs answer 'which specific skills does this student lack' rather than 'how much overall ability does this student have,' making them central to fine-grained diagnostic and formative assessment.
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ScholarGate手法を比較: Multidimensional Item Response Theory · Cognitive Diagnostic Modeling. 2026-06-24に以下より取得 https://scholargate.app/ja/compare