多變量分析
Multivariate Analysis
| 節 | 週一 |
|---|---|
2 09:00–09:50 | 多變量分析 TD 3 節連堂 |
3 10:10–11:00 | |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
本課程延續「統計方法與資料分析」,介紹多變量方法,目的是使同學了解進階統計方法的原理及使用方式,另亦熟悉統計套裝軟體SAS的對應操作方式,進一步培養管理研究能力。
統計方法與資料分析
4. 教學方法及教學相關配合事項(如網站、助教、圖書講義及資料庫等): 全程由教師講授,以板書為主,並提供講義給同學參考使用。
1.學期作業: 教科書各章後之習題請自行練習。期中考後有一次學期作業。 2. 考試狀況: 期中考與期末考各一次。 3. 評量方法: 期中考 30%,作業 20%,期末考 50%。
- What is Multivariate Analysis?
- Inference about a Mean Vector
- Multivariate Linear Models
| 週次 | 主題 |
|---|---|
| 第 1 週 | Aspects of Multivariate Analysis |
| 第 2 週 | The Multivariate Normal Distribution |
| 第 3 週 | Inference about a Mean Vector: Hotelling’s T2 |
| 第 4 週 | Multivariate Paired Comparisons |
| 第 5 週 | Repeated Measures Design |
| 第 6 週 | Comparing Mean Vectors from Two Populations |
| 第 7 週 | One-Way Multivariate Analysis of Variance (MANOVA) |
| 第 8 週 | Two-Way MANOVA |
| 第 9 週 | Profile Analysis (Repeated Measures ANOVA) |
| 第 10 週 | 期中考 |
| 第 11 週 | Multivariate Regression |
| 第 12 週 | Canonical Correlation |
| 第 13 週 | Discriminant Analysis |
| 第 14 週 | Structural Equation Modeling (SEM) - Measurement Models |
| 第 15 週 | Structural Equation Modeling (SEM) - Structural Models |
| 第 16 週 | 期末考 |
教科書: Johnson, R. A. and Wichern, D. W. (2007), Applied Multivariate Statistical Analysis (6th ed.), Pearson Education International. 參考書籍: [1] Anderson, T. W. (1984), An Introduction to Multivariate Statistical Analysis (2nd ed.), New York: Wiley. [2] Hair, Jr., J. F., Black, W. C., Babin, B. J., and Anderson, R. E. (2014), Multivariate Data Analysis (7th ed.), Pearson New International Edition. [3] Hair, Jr., J. F., Black, W. C., Babin, B. J., and Anderson, R. E. (2019), Multivariate Data Analysis (8th ed.), Andover, Hampshire, UK: Cengage Learning. [4] O’Rourke, N. and Hatcher, L. (2013), A Step-by-Step Approach to Using SAS for Factor Analysis and Structural Equation Modeling (2nd ed.), Cary, NC: SAS Institute Inc. [5] Johnson, D. E. (1998), Applied Multivariate Methods for Data Analysts, Boston: Duxbury Press. [6] Khattree R. and Naik, D. N. (1995), Applied Multivariate Statistics with SAS Software, Cary, NC: SAS Institute Inc. [7] Littell, R. C., Stroup, W. W., and Freund, R. J. (2002), SAS for Linear Models (4th ed.), Cary, NC: SAS Institute Inc. [8] Morrison, D. F. (1990), Multivariate Statistical Methods (3rd ed.), New York: McGraw-Hill. [9] Rencher, A. C. (1995), Methods of Multivariate Analysis, New York: Wiley. [10] Rencher, A. C. (1998), Multivariate Statistical Inference and Applications, New York: Wiley. [11] Sharma, S. (1996), Applied Multivariate Techniques, New York: Wiley. [12] Tabachnick, B. G. and Fidell, L. S. (1996), Using Multivariate Statistics (3rd ed.), New York: HarperCollins College Publishers.
- 地點
- 教授研究室
- 時間
- 週一 14:00 ~ 16:00(可以e-mail另約其他時間)
- 聯絡方式
- cding@mail.nctu.edu.tw