STT 442: Probability and Statistics II: Statistics
Undergraduate course, Michigan State University, 1900
This course provides a comprehensive introduction to key concepts in probability and statistics, with a balanced emphasis on both theoretical principles and practical applications. The course material will be drawn from Chapters 5-9 and Chapters 11-14 of the textbook, and lecture notes on time series. Specifically, the curriculum covers a wide range of topics, including:
- Limit theorems
- Hypothesis testing
- Survey sampling
- Parameter estimation
- Analysis of variance (ANOVA)
- Categorical data analysis
- Time series (ARMA model, data analysis, forecasting)