STAT 213 (Summer 2021): Slides

Slides (Summer 2021)

5/24: Introduction
5/26: Four Step Modeling Process
6/02-6/07: Four Step Modeling Process cont’d
6/07-6/14: Linear Regression I: Four Step Process
06/14: Influential Points
06/16: Regression Inference I
06/18: Regression Inference II

Archived Slides (Spring 2020)

2/24: Multiple Regression I: Overview
2/26-2/28: Multiple Regression II: Indicators and Nested Tests
3/02: Multiple Regression III: Assessing Models
3/04: Multiple Regression IV: Multicategory Variables
3/06: Multiple Regression V: Polynomials and Interactions
3/09-3/11: Multiple Regression VI: (Multi)Collinearity
4/01: Multiple Regression VII: Model Selection
* Source Code for RStudio Demo

4/03: Multiple Regression VIII: Cross-Validation
* Source Code for Cross-Validation Demo
4/10: Logistic Regression I
4/13: Logistic Regression II
4/15: Validation Demo (RMarkdown)
4/17: Multiple Logistic Regression I
4/20: Logistic Regression: Diagnosing Outliers (Markdown)(.Rmd, Knitted .html)
4/22: Logistic Regression: Model Selection (Markdown)(.Rmd, Knitted .html)
05/04: Two Way ANOVA I

Archive of Slides from Spring 2018

2/05: Introduction (1 slide per page, 3 slides w/ notes)

2/09: Linear Models (1pp, 3pp)
2/12-2/16: Transformations and Influential Points (1pp, 3pp)
2/19: Regression Inference (1pp, 3pp)
2/21: Confidence and Prediction Bands (1pp, 3pp)
2/23-2/26: Multiple Regression I (1pp, 3pp)
2/28: Assessment in MLR (1pp, 3pp)
3/02-3/05: Indicator Variables and Nested Model Comparison (1pp, 3pp)
3/07: Multi-Category Variables (1pp, 3pp)
3/09-3/12: Polynomials and Interactions (1pp, 3pp)
3/12-3/14: Multicollinearity (1pp, 3pp)
3/26-3/28: Model Selection I (1pp, 3pp)
3/30: Model Selection II (1pp, 3pp)
4/4-4/9: Logistic Regression I (1pp, 3pp)
4/9-4/11: Logistic Regression II (1pp, 3pp)
4/13-4/16: Multiple Logistic Regression I (1pp, 3pp)
4/18-4/20: Model Selection in Logistic Regression (No slides; see example code)
4/23: One Way ANOVA I [Updated 4/23] (1pp, 3pp)
4/25-4/27: Multiple Comparisons (1pp, 3pp)
4/30: Two Way ANOVA I (1pp, 3pp)
5/02: Two Way ANOVA II (1pp, 3pp)
5/04-5/07: Interaction Models (1pp, 3pp)