數理統計
Mathematical statistics
學期
106-2
學分
2
學分
當期課號
B057
永久課號
A5977
開課單位
神經科學研究所
授課教師
吳仕煒
校區
陽明
類別
必修
上課時間表
| 節 | 週二 |
|---|---|
3 10:10–11:00 | 數理統計 YL823 2 節連堂 |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
週次計畫
| 週次 | 主題 |
|---|---|
| 第 1 週 | |
| 第 2 週 | |
| 第 3 週 | |
| 第 4 週 | Random variable; probability distribution (Freund: chap 3, 4) ====== Quiz 1. ====== |
| 第 5 週 | Mathematical expectation; Introduction to MATLAB and R ============== Lab 1 distributed. Quiz 2. ============== |
| 第 6 週 | Sampling distributions (Freund: Chap 8; Howell: Chap 4). ========= Lab 1 due. Quiz 3. ========= |
| 第 7 週 | Decision theory (Freund: Chap 9) |
| 第 8 週 | Hypothesis testing: theory (Freund: Chap 12) |
| 第 9 週 | Hypothesis testing: applications (Howell: Chap 7; Freund: Chap 13) |
| 第 10 週 | Midterm exam |
| 第 11 週 | Estimation: theory (Freund: Chap 10) |
| 第 12 週 | Estimation: applications (Freund: Chap 11) ================ Lab 3 distributed. Midterm exam due. ================ |
| 第 13 週 | Regression and correlation 1 (Howell: chap 9; Freund: chap 14) ========= Lab 3 due. ========= |
| 第 14 週 | Regression and correlation 2 (Howell: chap 10) |
| 第 15 週 | Multiple regression (Howell: chap 15) ============== Lab 4 distributed. ============== |
| 第 16 週 | Generalized Linear Modeling in fMRI data analysis (including discussion on multiple comparison problems) (Howell: chap 12; fMRI-related readings will send out separately) ========= Lab 4 due. ========= |
| 第 17 週 | One-way ANOVA (Howell: chap 11; Freund: chap 15) |
| 第 18 週 | Factorial ANOVA (Howell: chap 13 ============== Lab 5 distributed. ============== Final exam distributed |