|
課程名稱 |
廣義線性模型
GENERALIZED LINEAR MODELS |
|
開課學期 |
94-2 |
|
授課對象 |
理學院 數學系 |
|
授課教師 |
江金倉 |
|
課號 |
MATH8602 |
|
課程識別碼 |
221 U4630 |
|
班次 |
|
|
學分 |
3 |
|
全/半年 |
半年 |
|
必/選修 |
選修 |
|
上課時間 |
星期一7,8,9(14:20~17:20) |
|
上課地點 |
新數103 |
|
備註 |
|
|
|
|
|
課程簡介影片 |
|
|
核心能力關聯 |
本課程尚未建立核心能力關連 |
|
課程大綱
|
|
為確保您我的權利,請尊重智慧財產權及不得非法影印
|
|
課程概述 |
Instructor: Chin-Tsang Chiang
Office: 310 Old Math. Building
E-mail: chiangct@math.ntu.edu.tw
Class meetings: Monday 3:30 pm-6:20 pm at 103 New Math. Building
Office hour: Monday 10:00 am -11:00 am
Course Outline
1. A review of univariate generalized linear models.
2. Multivariate extension of generalized linear models.
3. Semiparametric and nonparametric approach to regression analysis.
4. Fixed parameter models for time series and longitudinal data.
5. Random effects models.
6. Survival models.
|
|
課程目標 |
It is the same as the course contents.
|
|
課程要求 |
|
|
預期每週課後學習時數 |
|
|
Office Hours |
|
|
指定閱讀 |
|
|
參考書目 |
Fahrmeir, L. and Tutz, G. (2001). Multivariate statistical modeling based on generalized linear models. Second edition. Springer.
Rao, C. R. and Toutenburg, H. (1999). Linear models: least squares and alternatives. Second edition. Springer.
McCullagh, P. and Nelder, J. A. (1989). Generalized linear models. Second edition. Chapman & Hall/CRC.
|
|
評量方式
(僅供參考) |
|
No. |
項目 |
百分比 |
說明 |
|
1. |
HW |
20% |
|
2. |
Quiz |
20% |
|
3. |
Midterm |
30% |
|
4. |
Final |
30% |
|
|
|