Dr. Bill Hung(Associate Director, MBA Program)
School of Business
Hong Kong Baptist University
Lecture Power Points | |
| Lecture #01 | Introduction: An overview of regression analysis |
| Review of Basic Statistics and Mathematical Tools | |
| Greek notations | |
| Lecture #02 | OLS: Regression Analysis |
| Derive the estimators of 3-variable regression | |
| Lecture #03 | Properties of OLS Estimators |
| Proof Steps to the properties of estimators | |
| Lecture #04 | Hypothesis Test 1: t-test, F-test |
| Steps to calculate the determinant and Cramer's Rule | |
| Lecture #05 | Hypothesis Test 2: Specification-test (Relevant and irrelevant variables), restriction-test, and Chow test |
| Critical Values | t-statistics Table F-statistics Table: 1%, 5%, 10% |
| Lecture #06 | Different functional forms and scale Measures |
| Example of Formal Report of Regression | |
| Lecture #07 | Dummy Independent Variables and Its Applications |
| Lecture #08 | Multicollinearity |
| Lecture #09 | Autocorrelation |
| Critical values | Durbin-Watson "d" statistics |
| Heteroscedasticity | |
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