Krahasoni metodat
Shqyrtoni metodat e zgjedhura krah për krah; rreshtat që ndryshojnë janë të theksuar.
| Modelet e Diagnozës Kognitive (DINA / G-DINA)× | Analiza e klasave latente (LCA)× | Modeli Rasch× | |
|---|---|---|---|
| Fusha≠ | Psikometri | Statistikë | Psikometri |
| Familja | Latent structure | Latent structure | Latent structure |
| Viti i origjinës≠ | 2011 | 1950s–1968 | 1960 |
| Krijuesi≠ | Jimmy de la Torre | Paul F. Lazarsfeld | Georg Rasch |
| Lloji≠ | Latent variable diagnostic classification model | Latent variable / person-centered classification | Item Response Theory / Latent trait model |
| Burimi themelues≠ | de la Torre, J. (2011). The generalized DINA model framework. Psychometrika, 76(2), 179–199. DOI ↗ | Goodman, L. A. (1974). Exploratory latent structure analysis using both identifiable and unidentifiable models. Biometrika, 61(2), 215–231. DOI ↗ | Rasch, G. (1960). Probabilistic Models for Some Intelligence and Attainment Tests. Danish Institute for Educational Research, Copenhagen. link ↗ |
| Emërtime të tjera | Diagnostic Classification Model, Skills Assessment Model, Attribute Mastery Model, Bilişsel Tanı Modeli | LCA, latent class model, latent categorical analysis, finite mixture of multinomials | 1PL IRT, one-parameter logistic model, Rasch Modeli — 1PL IRT, 1PL model |
| Të lidhura≠ | 2 | 6 | 6 |
| Përmbledhja≠ | Cognitive Diagnosis Models (CDMs) are a family of latent variable models designed to classify examinees according to their mastery of a set of discrete cognitive attributes or skills. The Generalized DINA (G-DINA) framework, introduced by Jimmy de la Torre in 2011, provides a unifying structure that encompasses many specific CDMs — including the DINA, DINO, ACDM, and LLM models — as special cases, enabling fine-grained diagnostic feedback beyond a single total score. | Latent class analysis identifies unobserved subgroups — latent classes — within a population by finding patterns of responses across a set of categorical observed indicators. It is the categorical-variable counterpart of cluster analysis, but grounded in an explicit probabilistic model, and is widely used in social, health, and behavioral sciences to discover typologies in survey or diagnostic data. | The Rasch model, introduced by Georg Rasch in 1960, is the simplest member of the Item Response Theory (IRT) family. It assigns a single difficulty parameter to each test item and places both item difficulties and person abilities on the same logit scale, enabling direct, sample-independent comparison of items and persons. |
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