The course syllabus can be found here.
- Lec16: Midterm II Review
- Lec13: Method of Moments
- Lecture only
- Lec14: Properties of Estimators
- Lec15: Properties of Estimators and t-Distribution
- Lec10: Bootstrap Confidence Intervals
- Lec11: Finishing the Bootstrap
- Lec12: Maximum Likelihood Estimation
- Normal parameters example (source code).
- Lec05: Chi-Square Test Statistic Based Tests
- Lec06: Sampling Distributions
- Lec07: Central Limit Theorem
- Lec04: Chi-Square Test Statistics and Contingency Tables
- Slides
- Files:
- Code for Example 3.3 on page 44 of a non-symmetric null distribution:
Ex_3-3.R
- Code for Example 3.3 on page 44 of a non-symmetric null distribution:
- Lec03: Permutation Tests
- Lec02: ECDF and Permutation Tests
- Slides
- Video: Example of two-sample permutation test "Using Randomization to Analyze a Gender Discrimination Study"
- Files:
- Example of two-sample permutation test:
permutation_test.zip
. Instructions:- Go to the above directory "Lec02 ECDF and Permutation Test"
- Click on
permutation_test.zip
-> Click on "Raw" button next to the "History" button. Unzip the resulting file. - In RStudio -> Files Panel (in one of the 4 quandrants of RStudio) -> Navigate to the directory with the two files -> Click More -> Set As Working Directory
- Double-click
permutation_test.Rmd
to open it. - Click on "Knit HTML" and say yes to any prompts to install packages.
- Please go over by Monday.
- Example of two-sample permutation test:
- Lec01: Populations and Samples and Exploratory Data Analysis