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多變量分析

2015-02-01-2030-01-31

天主教輔仁大學 企業管理學系 李天行

關鍵字： Linear Algebra 多變量 Multiple Regression Multivariate Discriminant Analysis Cluster Analysis Canonical Correlation

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

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參考書目

1.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

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

前往課程 View Course
http://ocw.fju.edu.tw/6_management.html#6-2

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