Quasi-Least Squares Regression

DOI10.1201/b16446zbMath1306.62031OpenAlexW609962781MaRDI QIDQ5409760

Justine Shults, Joseph Hilbe

Publication date: 14 April 2014

Full work available at URL: https://doi.org/10.1201/b16446

zbMATH Keywords

longitudinal datageneralized linear modelscorrelation structuresfamilial datagoodnes of fitgeneral estimating equation (GEE)quasi-least squares (QLS)

Mathematics Subject Classification ID

Nonparametric regression and quantile regression (62G08) Software, source code, etc. for problems pertaining to statistics (62-04) Time series, auto-correlation, regression, etc. in statistics (GARCH) (62M10) Measures of association (correlation, canonical correlation, etc.) (62H20) Generalized linear models (logistic models) (62J12) Research exposition (monographs, survey articles) pertaining to statistics (62-02)

Related Items (6)

Simulating longer vectors of correlated binary random variables via multinomial sampling ⋮ Approaches for the utilization of multiple criteria to select a working correlation structure for use within generalized estimating equations ⋮ A Comparison of Correlation Structure Selection Penalties for Generalized Estimating Equations ⋮ Comparison of generalized estimating equations and Quasi-Least Squares regression methods in terms of efficiency with a simulation study ⋮ A Set of Efficient Methods to Generate High-Dimensional Binary Data With Specified Correlation Structures ⋮ A Note on the Simulation of Overdispersed Random Variables With Specified Marginal Means and Product Correlations

Uses Software

• Matlab
• R
• Stata
• SAS

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