統計計算
Statistical Computing
| 節 | 週一 |
|---|---|
5 13:20–14:10 | 統計計算 YN118（陽明） 3 節連堂 |
6 14:20–15:10 | |
7 15:30–16:20 |
* 根據陽明交大上課時間表所列
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無備註
This course covers modern computational methods and their applications in statistics. The goal of the course is to learn: (1) What are these methods? (2) How they work? (3) How to implement in R?
Assignments and final report
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| 週次 | 主題 |
|---|---|
| 第 1 週 | 2022/02/14 |
| 第 2 週 | 2022/02/21 |
| 第 3 週 | 和平紀念日(放假) 2022/02/28 |
| 第 4 週 | Introduction to Statistical Computing and R language (R hands-one training) 2022/03/07 |
| 第 5 週 | Random number generation (R hands-one training) 2022/03/14 |
| 第 6 週 | Monte Carlo integration and variance reduction I (R hands-one training) 2022/03/21 |
| 第 7 週 | Variance reduction II and Monte Carlo methods in inference (R hands-one training) 2022/03/28 |
| 第 8 週 | 清明連假 2022/04/04 |
| 第 9 週 | Bootstrap and Jackknife (R hands-one training) 2022/04/11 |
| 第 10 週 | Permutation tests, Markov Chain Monte Carlo methods, big data, and parallel computing (R hands-one training) 2022/04/18 |
| 第 11 週 | 2022/04/25 |
| 第 12 週 | 2022/05/02 |
| 第 13 週 | 2022/05/09 |
| 第 14 週 | 2022/05/16 |
| 第 15 週 | 2022/05/23 |
| 第 16 週 | 2022/05/30 |
| 第 17 週 | 2022/06/06 |
| 第 18 週 | 2022/06/13 |
Textbook: Maria L. Rizzo (2019). Statistical Computing with R, 2nd Edition: Chapman & Hall/CRC
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