Lecture Notes

STAT 525 Intermediate Statistical Methodology

Fall 2018

Chapter 1 – Linear Regression with One Predictor

Chapter 2 – Inference in Simple Linear Regression

Chapter 3 – Diagnostics and Remedial Measure

Chapter 4 – Miscellaneous Topics

Chapter 5 – Matrix Approach to Simple Linear Regression

Chapter 6 – Multiple Regression

Chapter 7 – General Linear Test and Multicollinearity

Chapter 8 – Quantitative and Qualitative Predictors

Chapter 9 – Model Selection

Chapter 10 – Diagnostics in Multiple Regression

Chapter 11 – Remedial Measures for Regression

Chapter 16 – Single-Factor Studies

Chapter 17 – Analysis of Factor Level Means

Chapter 18 – ANOVA Diagnostics and Remedies

Chapter 19 – Two-Factor Studies with Equal Sample Sizes

Chapter 20 – Two-Factor Studies with One Case per Treatment

Chapter 23 – Two-Factor Studies with Unequal Samples Sizes

Chapter 24 – Multi-Factor Studies

Chapter 22 – Analysis of Covariance

Chapter 25 – Random and Mixed Effects Models