References
Prediction, Inference, and Causality
Prediction, Inference, and Causality I
1
The Social Pressure Experiment
2
Homework: Setting Up
3
Homework: Basic Descriptive Statistics
One-Sample Problems
4
Sampling
5
Point and Interval Estimates
6
Homework: The Idea of Calibration
7
Calibrating Interval Estimates with Binary Observations
8
Sampling with Replacement and the Binomial Distribution
9
Homework: Calibration with Binary Outcomes
10
Sampling without Replacement and the Hypergeometric Distribution
11
Calibration using the Binomial Distribution
12
Homework — Random Variables, Moments, and the Standard Deviation
13
Calibrating Interval Estimates using the Bootstrap
14
Homework: Bootstrap
15
Random Variables and Moments
16
Homework: Sample Size Calculation and Coverage
17
The Standard Deviation is Standard
18
Normal Approximation
19
Homework: RVs, Markov’s Inequality, Chebyshev’s Inequality, Biased Estimators
20
Probability Review
21
Variance, Standard Deviation, and Sample Size
22
Homework: Comparing Estimators
23
Bias and Coverage
24
Practice Midterm 1
References
References
24
Practice Midterm 1