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Linearna i nelinearna regresija

21 metoda u ovoj porodici.

Izdvojeno

Beta regresijaBeta regression is a generalized linear model introduced by Ferrari and Cribari-Neto (2004) for outcomes that are rates or proportions confined to the open interval (0,1). It modelPost-hoc test Games-HowellThe Games-Howell test is a parametric post-hoc multiple comparison procedure that identifies which pairs of group means differ significantly after an omnibus ANOVA reveals a signifGeneralizovani aditivni modeli za lokaciju, razmeru i oblik (GAMLSS)GAMLSS is a broad class of semi-parametric regression models introduced by Robert Rigby and Mikis Stasinopoulos in 2005. Unlike classical regression, which models only the mean of Generalizovani metod najmanjih kvadrata (GLS)Generalized Least Squares (GLS) is a linear regression estimator that extends ordinary least squares to handle situations where the error terms are correlated or have non-constant Dijagnostika uticaja (Cook-ova udaljenost, DFFITS, Leveridž)Influence diagnostics are a family of post-fit measures that quantify how much each single observation affects a fitted regression. Cook's distance was introduced by R. Dennis CookRegresija najmanje medijane kvadrata (LMS)Least Median of Squares is a robust linear regression method introduced by Peter J. Rousseeuw in 1984. Instead of minimising the sum of squared residuals like ordinary least square

Put čitanja

Najreferentnije temeljne metode ove teme, prema redosledu njihovog nastanka — mesto za početak ako ste novi ovde.

  1. Jednostavna linearna regresija1805autor Adrien-Marie Legendre (least squares, 1805); Francis Galton (regression concept, 1886)
  2. Višestruka linearna regresija1886autor Francis Galton; formalized by Karl Pearson
  3. Generalizovani metod najmanjih kvadrata (GLS)1935autor Alexander Craig Aitken
  4. Metoda naјmaњih kvadrata sa težinama (WLS)1935autor Alexander Craig Aitken
  5. Robusna višestruka linearna regresija1964–1980sautor Peter J. Huber (M-estimators, 1964); extended by Rousseeuw, Yohai, and Maronna
  6. Divlji bootstrap za regresionu inferencu1986autor Wu (1986); refined by Davidson & Flachaire (2008)
  7. Analiza snage za multiplu regresiju1988autor Jacob Cohen
  8. Polinomijalna regresija2012autor Montgomery, Peck & Vining (textbook treatment); classical least squares
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Sve metode 21

Beta regresijaPost-hoc test Games-HowellGeneralizovani aditivni modeli za lokaciju, razmeru i oblik (GAMLSS)Generalizovani metod najmanjih kvadrata (GLS)Dijagnostika uticaja (Cook-ova udaljenost, DFFITS, Leveridž)Regresija najmanje medijane kvadrata (LMS)MICEVišestruka linearna regresijaVišestruka multivarijantna linearna regresijaNajpreče najmanje kvadrata (OLS)Jednostavna panel linearna regresijaPolinomijalna regresijaAnaliza snage za multiplu regresijuRobusna analiza moderacijeRobusna višestruka linearna regresijaRobusna jednostavna linearna regresijaJednostavna linearna regresijaKoracna regresijaEstimator Tau (τ) za regresijuMetoda naјmaњih kvadrata sa težinama (WLS)Divlji bootstrap za regresionu inferencu

Još u Regresija i GLM

GLM i brojački modeli 23Robusna i kvantilna regresija 18Regularizovana regresija 12