2.STATISTICAL TECHS 36
- What? Statistics
- Random Sample
- Sample Dist.
- Estimation
- Hypothesis Testing
- A/B Test
- Welch’s t-Test
- Student's t-Test
- Levene’s Test
- Paired Sample t-Test
- Shapiro-Wilk Test
- Goodness of Fit Test
- Test of Independence
- Simple Linear Regression Analysis
- Multiple Linear Regression Analysis
- Regression Coefficient Estimation
- Regression Diagnostics (1) Nonlinearity
- Regression Diagnostics (2) Error Terms
- Regression Diagnostics (3) Multicollinearity
- Improvement of OLS
- Qualitative Predictors
- Time Series Analysis
- Interaction Terms
- ARMA
- Logistic Regression Analysis
- Uncertainty and Probability
- Probability Distribution
- Exponential Family
- Gaussian
- Multi-Variate Gaussian
- Poisson
- Bernoulli and Extension
- Categorical and Extension
- Exponential and Extension
- Chi-Squared and Extension
- Beta and Extension