Stat 440/540 Regression Analysis R Handouts

• Handout1: Inroduction to R

• Handout2: Simple Regression Analysis

• Handout3: Confidence Interval and Hypothesis Testing; Handout3 output

• handout4: Diagnostics and Remedial Measure; Handout4 output

• Handout5: Multiple Linear Regression; Handout5 output

• Handout6: Collinearity; Handout6 output

• Handout7: Regression models for quantitiative and qualitative predictors; Hook Data;Handout7 output

• Handout8: Model Selection;Coleman Data;Handout8 output

• Handout9: Outliers and Influential Data Points;Handout9 output

• Handout10: Ridge Regression (SAS, from Dr. Sharabati);LASSO and bootstrapping

• Handout11: Senic full data analysis

• Handout12: Random Forests;Handout12 output