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課程名稱：多變量分析 (991)
授課教師：企業管理學系 管理學研究所 李天行老師 |
學習目標
The purpose of this course is to give an introduction of the multivariate statistical analysis related techniques. As the support of statistical software and high speed computers, the focus of this course will be application oriented and software oriented. The students are expected to use the related skills in solving real world problems. The students are also required to use the SAS software in analyzing real world dataset.
課程知識架構圖
參考書目
1.Applied Multivariate Statistical Analysis (6th Edition) by Johnson and Wichern1.Applied Multivariate Statistical Analysis (6th Edition) by Johnson and Wichern
2.Multivariate Data Analysis with Readings (6th Edition) by Hair, Anderson, Tatham and Black
1.Applied Multivariate Statistical Analysis (6th Edition) by Johnson and Wichern1.Applied Multivariate Statistical Analysis (6th Edition) by Johnson and Wichern
2.Multivariate Data Analysis with Readings (6th Edition) by Hair, Anderson, Tatham and Black
課程內容
製作團隊: 教發中心；輔大影傳系 - 周鉅宏
| 主題 | 單元 | 教材連結 |
| 1 | Review of Probability and Statistics | 影音 1 2 3 |
| 2 | Review of Linear Algebra | 影音 1 2 3 4 5 6 7 |
| 3 | Sample Geometry and Random Sampling | 講義 1 影音 1 2 3 4 5 6 7 |
| 4 | Multivariate Normal Distribution | 講義 1 影音 1 2 3 4 5 6 |
| 5 | Multiple Regression and its Applications (I) | 講義 1 影音 1 2 3 4 |
| 6 | Multiple Regression and its Applications (II) | 影音 1 2 3 4 |
| 7 | Principal Component Analysis and its Applications | 影音 1 2 3 4 5 |
| 8 | Factor Analysis and its Applications | 影音 1 2 3 4 5 6 7 |
| 9 | Discriminant Analysis and its Applications (I) | 影音 1 2 3 4 5 6 7 |
| 10 | Discriminant Analysis and its Applications (II) | 影音 1 2 3 4 5 6 7 |
| 11 | Cluster Analysis and its Applications (I) | 影音 1 2 3 4 5 6 7 |
| 12 | Cluster Analysis and its Applications (II) | 影音 1 2 3 4 5 |
| 13 | Canonical Correlation and its Applications (I) | 影音 1 2 3 4 5 6 |
| 14 | Canonical Correlation and its Applications (II) | 影音 1 2 3 4 5 |