| 週次 |
授課內容 |
| 第1週 |
[W1] Sufficiency and factorization theorem. Exponential family; functions of a parameter |
| 第2週 |
[W2] Minimal sufficiency, ancillary, completeness, independence (Basu’s theorem)
|
| 第3週 |
[W3] Most powerful test, likelihood ratio test, multivariate extensions |
| 第4週 |
[W4] Sequential probability ratio test (SPRT) |
| 第5週 |
[W5] Other tests |
| 第6週 |
[W6] Quadratic forms; onw-way ANOVA |
| 第7週 |
[W7] noncentral chi-square, non-central t, and non-central F distributions |
| 第8週 |
[W8] Multiple comparisons ; ANOVA and regression |
| 第9週 |
[W9] More on properties of quadratic forms |
| 第10週 |
[W10] Midterm exam |
| 第11週 |
[W11] signed rank test and ranksum test |
| 第12週 |
[W12] Prior and posterior distributions; |
| 第13週 |
[W13] Bayes procedure
|
| 第14週 |
[W14] Bayes decision making
|
| 第15週 |
[W15] Gibb’s sampler and bootstrapping |
| 第16週 |
[W16] Modern Bayesian inferences; Final exam |
自主學習
內容 |
03.製作專題報告
彈性自主學習
主題1: Case study for Bayes inferences
主題2: bootstrapping and EM algorithm |