1 General Information

1.1 Syllabus
1.2 ESMA3101.pdf
1.3 Resma3.RData (Ver 3.2)

2 Some Basic Ideas and Concepts

2.1 Introduction to ESMA 3101
2.2 Data Collection

3 Computer and R

3.1 R - Installation and Troubleshooting
3.2 Basic R commands
3.3 Short List of Important R commands
3.4 R routines

4 Descriptive Statistics

4.1 Categorical Data
4.2 Quantitative Data
4.3 Percentiles and Boxplots
4.4 Two Quantitative Variables - Correlation
4.5 Outliers
4.6 Exercise Problems

5 Probability

5.1 Introduction to Probability
5.2 Normal Distribution and the Central Limit Theorem
5.3 Checking for Normality

6 Statistical Inference

6.1 Population - Sample
6.2 Estimation - Confidence Interval
6.3 Hypothesis Testing
6.4 The Lady Tasting Tea
6.5 Testing vs Intervals
6.6 Inference for the Mean \(\mu\)
6.7 Inference for a Proportion \(\pi\)
6.8 Bayesian Inference
6.9 Exercise Problems

7 Correlation and Regression

7.1 Correlation
7.2 Regression
7.3 Exercise Problems