Lineare & nichtlineare Regression
21 Methoden in dieser Familie.
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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 signifGeneralisierte additive Modelle für Ort, Skala und 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 Verallgemeinerte Kleinste Quadrate (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 Diagnostik der Einflussnahme (Cook'sche Distanz, DFFITS, Hebelwirkung)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 CookKleinste-Median-der-Quadrate-Regression (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
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Alle Methoden 21
Beta-RegressionGames-Howell Post-Hoc TestGeneralisierte additive Modelle für Ort, Skala und Form (GAMLSS)Verallgemeinerte Kleinste Quadrate (GLS)Diagnostik der Einflussnahme (Cook'sche Distanz, DFFITS, Hebelwirkung)Kleinste-Median-der-Quadrate-Regression (LMS)MICEMultiple Lineare RegressionMultivariate multiple lineare RegressionKleinste-Quadrate-Schätzung (OLS)Panel-einfache lineare RegressionPolynomiale RegressionPoweranalyse für multiple RegressionRobuste ModerationsanalyseRobuste multiple lineare RegressionRobuste einfache lineare RegressionEinfache lineare RegressionSchrittweise RegressionTau (τ)-Schätzer für RegressionGewichtete Kleinste Quadrate (GKS)Wild Bootstrap für Regressionsinferenz