課程概述 |
一. 1. Probability Chap.1: Axioms of Probability2. Probability Chap.3: Conditional Probability and Independence3. Probability Chap. 4: Distribution Functions and Discrete Random Variables4. Probability Chap. 5: Special Discrete Distributions5. Probability Chap. 6: Continuous Random Variables6. Probability Chap. 7: Special Continuous Distributions7. Probability Chap. 8: Bivariate Distributions8. Probability Chap. 9: Multivariate Distributions9. Probability Chap. 10: More Expectations and Variables10. Probability Chap. 11: Sums of Independent Random Variables and Limit Theorems11. Statistics Chap. 5.8: Distributions arising from the Normal12. Statistics Chap. 6: Distributions of sampling statistics13. Statistics Chap. 7: Parameter estimation14. Statistics Chap. 8: Hypothesis testing二. Textbooks : 1. Saeed Ghahramani, Fundamentals of Probability with Stochastic Processes, 3rd Edition, Prentice Hall, 2005.2. Sheldon M. Ross, Introduction to Probability and Statistics for Engineers and Scientists, 3rd Edition, Elsevier Academic Press, 2004三. Homework : 20%, Midterm : 40%, Final : 40% |