Purdue Statistics : Michael Levine : notes

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Introduction to SAS

An Example

Simple Linear Regression

Statistical Inference

Power

Estimation and Prediction of Y_h

Analysis of Variance

Model Diagnostics

What to do when the assumptions are violated?

Miscellaneous topics

Matrix Analysis and Linear Regression

Multiple Linear Regression in Matrix Terms, Estimation and ANOVA view

Multiple Linear Regression Example

Matrix example

Inference in Multiple Regression

General Linear Tests and Extra Sums of Squares

Multicollinearity and Polynomial Regression

Interactions

Model Selection and Regression Diagnostics

Remedies

Single Factor Analysis of Variance

Regression and ANOVA

Inference

Diagnostics and Remedies

Two way ANOVA

Inference for two way ANOVA

Analysis of Covariance

Strategies of Analysis

Unequal Replication in Two-way ANOVA

Three-way Anova

Random Effects

Two-way Random Effects Models

Two-way Mixed Effects Models