ISyE2028: Basic Statistical Methods

Welcome to the website for ISyE 2028, Georgia Tech.

This class offers an introduction to basic statistical methods. Prerequisite: ISyE 2027.

Course info

Instructor: Prof. Yao Xie

TA: Caglar Caglayan

1. Introduction, Slides

2. Basic concepts and review of probability, Slides

3. Descriptive statistics, Slides

4.1 Point estimator and sample distribution, Slides

4.2 Methods to construct point estimators, Slides, Handwritten Notes

6. Confidence Interval, Slides, Handwritten Notes

7. Hypothesis Testing, Slides

8. Two-sample Test, Slides

9. ANOVA, Slides

10.1 Simple linear regression, Slides

10.2 Linear regression: tests and confidence intervals, Slides

10.3 Linear regression: model diagnosis, Slides

10.4 Multiple linear regression and logistic regression, Slides, R example for multiple linear regression

11 Final Review, Slides