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Introduction to Regression Procedures
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Introduction to Regression Procedures
Overview: Regression Procedures
Introduction
Introductory Example: Linear Regression
Linear Regression: The REG Procedure
Response Surface Regression: The RSREG Procedure
Partial Least Squares Regression: The PLS Procedure
Generalized Linear Regression
Regression for Ill-Conditioned Data: The ORTHOREG Procedure
Quantile Regression: The QUANTREG Procedure
Nonlinear Regression
Nonparametric Regression
Robust Regression: The ROBUSTREG Procedure
Regression with Transformations: The TRANSREG Procedure
Interactive Features in the CATMOD, GLM, and REG Procedures
Statistical Background in Linear Regression
Linear Regression Models
Parameter Estimates and Associated Statistics
Predicted and Residual Values
Testing Linear Hypotheses
Multivariate Tests
Comments on Interpreting Regression Statistics
References
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