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topics's Introduction

Lecture Topics

The course syllabus can be found here.

Week 7: 4/4 - 4/8

  • Lec16: Midterm II Review

Week 6: 3/21 - 3/25

  • Lec13: Method of Moments
    • Lecture only
  • Lec14: Properties of Estimators
  • Lec15: Properties of Estimators and t-Distribution

Week 5: 3/14 - 3/18

  • Lec10: Bootstrap Confidence Intervals
  • Lec11: Finishing the Bootstrap
  • Lec12: Maximum Likelihood Estimation

Week 4: 3/7 - 3/11

  • Lec08: Bootstrap Algorithm
  • Lec09: Bootstrap Standard Error

Week 3: 2/29 - 3/4

  • Lec05: Chi-Square Test Statistic Based Tests
  • Lec06: Sampling Distributions
  • Lec07: Central Limit Theorem
    • Slides
    • Video: As ‘Normal’ as Rabbits’ Weights and Dragons’ Wings

Week 2: 2/22 - 2/26

  • 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
  • Lec03: Permutation Tests

Week 1: 2/15 - 2/19

  • 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:
        1. Go to the above directory "Lec02 ECDF and Permutation Test"
        2. Click on permutation_test.zip -> Click on "Raw" button next to the "History" button. Unzip the resulting file.
        3. 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
        4. Double-click permutation_test.Rmd to open it.
        5. Click on "Knit HTML" and say yes to any prompts to install packages.
        6. Please go over by Monday.
  • Lec01: Populations and Samples and Exploratory Data Analysis

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