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| Uchambuzi wa Utenganishaji wa Mstari (LDA× | Factor Analysis× | |
|---|---|---|
| Nyanja≠ | Takwimu | Takwimu za Utafiti |
| Familia≠ | Hypothesis test | Process / pipeline |
| Mwaka wa asili≠ | 1936 | 1931 |
| Mwanzilishi≠ | Ronald A. Fisher | Louis Leon Thurstone |
| Aina≠ | Parametric linear classifier / dimensionality reduction | Method |
| Chanzo asilia≠ | Fisher, R.A. (1936). The Use of Multiple Measurements in Taxonomic Problems. Annals of Eugenics, 7(2), 179–188. DOI ↗ | Thurstone, L. L. (1947). Multiple Factor Analysis. University of Chicago Press. DOI ↗ |
| Majina mbadala≠ | LDA, Fisher's LDA, Fisher's linear discriminant, discriminant function analysis | EFA, CFA, latent variable modeling |
| Zinazohusiana≠ | 7 | 3 |
| Muhtasari≠ | Linear Discriminant Analysis (LDA) is a parametric supervised classification method that finds the linear combination of continuous predictors that best separates two or more predefined groups. Introduced by Ronald A. Fisher in his landmark 1936 paper on taxonomic measurements, it simultaneously serves as a classifier and a dimensionality-reduction tool, and can be understood as the classification-oriented counterpart of MANOVA. | Factor analysis is a statistical technique for identifying latent (unobserved) dimensions underlying observed variables, developed by Louis Leon Thurstone in the 1930s and formalized by Jöreskog (1969). Exploratory factor analysis (EFA) discovers unknown factor structure from data; confirmatory factor analysis (CFA) tests hypothesized relationships between observed and latent variables. Essential in psychometrics (test development), organizational research (measuring constructs like leadership style), and biomedicine (identifying disease subtypes), factor analysis reduces dimensionality while revealing conceptual organization in multivariate data. |
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