數理統計
Mathematical Statistics
| 節 | 週一 | 週四 |
|---|---|---|
2 09:00–09:50 | 數理統計 M-b09 3 節連堂 | |
3 10:10–11:00 | ||
4 11:10–12:00 | ||
8 16:30–17:20 | 數理統計 M-b09 |
* 根據陽明交大上課時間表所列
The course "Mathematical Statistics" is designed to provide students with a comprehensive understanding of the probabilistic foundations and key formulas. This course is indispensable for students aspiring to advance in the fields of data science, statistics, and quantitative finance. Through a combination of theoretical instruction and practical applications, students will gain proficiency in these fundamental statistical concepts. To foster a deeper understanding of the material and enhance communication skills, students will be actively engaged in collaborative homework assignments. This collaborative approach encourages knowledge sharing, critical thinking, and effective communication of statistical concepts and methodologies.
A good understanding of statistics and calculus is required for enrollment in the course "Mathematical Statistics."
- Online courses and videos will be given in Microsoft Teams through your NYCU m365 account. - Teaching Assistant: 陳彥廷 (Yenting)
Grading policy Participation and Quizzes (10%) Homework (30%) Exam 1 (20%) Exam 2 (20%) Exam 3 (20%)
| 週次 | 主題 |
|---|---|
| 第 1 週 | Syllabus. Ch1. Probability and counting methods |
| 第 2 週 | C1. Conditional probabilities, independence. |
| 第 3 週 | C2. Discrete random variables |
| 第 4 週 | C2. The function of random variables |
| 第 5 週 | Break (Double Ten Day) |
| 第 6 週 | Exam 1 |
| 第 7 週 | C3. Joint and conditional distributions. |
| 第 8 週 | C3. Bayesian inferenaces |
| 第 9 週 | C3. Functions of random variables |
| 第 10 週 | C4. Expectations |
| 第 11 週 | C4. variance, covariance |
| 第 12 週 | Exam 2 |
| 第 13 週 | C6. Distributions derived from normal distributions |
| 第 14 週 | C8. The method of moments, MLE |
| 第 15 週 | C8. MLE |
| 第 16 週 | C4. MGF and CLT |
| 第 17 週 | No class (New Year Break) |
| 第 18 週 | Exam 3 |
Rice. Mathematical Statistics and Data Analysis, 3rd Edition (2007), Brooks/Cole , Cengage learning. Note that we use the "International Edition" for the this textbook.
- 地點
- M415 or online via Microsoft Teams
- 時間
- By appointment
- 聯絡方式
- Email: venteng@gmail.com