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Linganisha mbinu

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Uchambuzi wa Kichunguza Vigezo vingi vya Polytomous×Nadharia ya Itikio la Kipengee (IRT)×
NyanjaSaikometrikiSaikometriki
FamiliaLatent structureLatent structure
Mwaka wa asili19781952–1968
MwanzilishiBengt MuthénFrederic M. Lord (and Allan Birnbaum for the 2PL/3PL models)
AinaLatent variable / dimension reductionProbabilistic measurement model
Chanzo asiliaFlora, D. B., & Curran, P. J. (2004). An empirical evaluation of alternative methods of estimation for confirmatory factor analysis with ordinal data. Psychological Methods, 9(4), 466–491. DOI ↗Lord, F. M. & Novick, M. R. (1968). Statistical Theories of Mental Test Scores. Addison-Wesley. link ↗
Majina mbadalaEFA for ordered-categorical data, polychoric EFA, ordinal exploratory factor analysis, polytomous factor analysisIRT, latent trait theory, item characteristic curve theory, modern test theory
Zinazohusiana45
MuhtasariPolytomous exploratory factor analysis extends standard EFA to ordered categorical (Likert-type) response data by replacing the Pearson correlation matrix with a polychoric correlation matrix. It recovers the latent continuous variable that each polytomous item is assumed to reflect, yielding more accurate factor loadings and better-defined factor structures than treating ordinal scores as if they were continuous.Item response theory models the probability that a respondent answers an item correctly (or endorses it) as a function of the respondent's latent trait level and the item's own statistical properties — difficulty, discrimination, and guessing. Unlike classical test theory, IRT places persons and items on the same scale, yielding measurement that is sample-independent for items and test-independent for persons.
ScholarGateSeti ya data
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  1. v1
  2. 2 Vyanzo
  3. PUBLISHED

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ScholarGateLinganisha mbinu: Polytomous EFA · Item Response Theory. Imepatikana 2026-06-18 kutoka https://scholargate.app/sw/compare