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Linjär & icke-linjär regression

21 metoder i denna familj.

I urval

Beta-regressionBeta 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 modelGames-Howell Post-Hoc TestThe 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 signifGeneraliserade Additiva Modeller för Lokalitet, Skala och Form (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 Generaliserad minstakvadratmetoden (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 Influensdiagnostik (Cooks avstånd, DFFITS, hävstång)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 CookLeast Median of Squares (LMS) RegressionLeast 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

Läsväg

Det här ämnets mest refererade grundläggande metoder, i den ordning de utvecklades — en bra startpunkt om du är ny här.

  1. Enkel linjär regression1805av Adrien-Marie Legendre (least squares, 1805); Francis Galton (regression concept, 1886)
  2. Multipel linjär regression1886av Francis Galton; formalized by Karl Pearson
  3. Generaliserad minstakvadratmetoden (GLS)1935av Alexander Craig Aitken
  4. Viktad minsta kvadratmetoden (WLS)1935av Alexander Craig Aitken
  5. Robust multipel linjär regression1964–1980sav Peter J. Huber (M-estimators, 1964); extended by Rousseeuw, Yohai, and Maronna
  6. Wild Bootstrap för regressionsinferens1986av Wu (1986); refined by Davidson & Flachaire (2008)
  7. Styrkeanalys för multipel regression1988av Jacob Cohen
  8. Polynomregression2012av Montgomery, Peck & Vining (textbook treatment); classical least squares
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Alla metoder 21

Beta-regressionGames-Howell Post-Hoc TestGeneraliserade Additiva Modeller för Lokalitet, Skala och Form (GAMLSS)Generaliserad minstakvadratmetoden (GLS)Influensdiagnostik (Cooks avstånd, DFFITS, hävstång)Least Median of Squares (LMS) RegressionMICEMultipel linjär regressionMultivariat multipel regressionsanalysMinsta kvadratmetoden (OLS)Panel enkel linjär regressionPolynomregressionStyrkeanalys för multipel regressionRobust moderationsanalysRobust multipel linjär regressionRobust enkel linjär regressionEnkel linjär regressionStegvis regressionTau-estimatorn för regressionViktad minsta kvadratmetoden (WLS)Wild Bootstrap för regressionsinferens

Mer i Regression och GLM

GLM & räknedata 23Robusta metoder & kvantilregression 18Regulariserad regression 12