5425 - 多變量統計分析 英授 Taught in English
Multivariate Analysis.
教育目標 Course Target
The objective of this course is to equip students with the fundamental concepts of multivariate analysis and coding skill, which is helpful in their research.Topics covered include basic probability theory, introduction of random variables, basic statistical inference (estimation and testing hypothesis), principle component analysis, factor analysis, discriminant analysis, cluster analysis, and categorical data analysis.
The objective of this course is to equip students with the fundamental concepts of multivariate analysis and coding skill, which is helpful in their research.Topics covered include basic probability theory, introduction of random variables, basic statistical inference (estimation and testing hypothesis), principle component analysis, factor analysis, discriminant analysis, cluster analysis, and category data analysis.
課程概述 Course Description
The topics of this course include (1) Basic concepts of modeling, estimation and testing (2) Factor analysis;
(3) Discrimination analysis; (4) Cluster analysis; (5) MANOVA ;(6) Corresponding analysis; (7) SAS coding.
Midterm:40%; Final:40%; HW:20%
Text: (1) Applied multivariate statistical analysis by R. A. Johnson
(2) Applied multivariate techniques by Subhash Sharma
(3) SAS coding and data analysis by Pao-sheng Shen
The topics of this course include (1) Basic concepts of modeling, estimation and testing (2) Factor analysis;
(3) Discrimination analysis; (4) Cluster analysis; (5) MANOVA ; (6) Corresponding analysis; (7) SAS coding.
Midterm:40%; Final:40%; HW:20%
Text: (1) Applied multivariate statistical analysis by R. A. Johnson
(2) Applied multivariate techniques by Subhash Sharma
(3) SAS coding and data analysis by Pao-sheng Shen
參考書目 Reference Books
1. SAS 統計軟體與資料分析
2. Applied Multivariate Statistical Analysis (sixth edition),
Richard A. Johnson and Dean W. Wichern
1. SAS statistical software and data analysis
2. Applied Multivariate Statistical Analysis (sixth edition),
Richard A. Johnson and Dean W. Wichern
評分方式 Grading
評分項目 Grading Method |
配分比例 Percentage |
說明 Description |
---|---|---|
midterm midterm |
40 | |
final Final |
40 | |
homework homework |
20 |
授課大綱 Course Plan
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課程資訊 Course Information
基本資料 Basic Information
- 課程代碼 Course Code: 5425
- 學分 Credit: 3-0
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上課時間 Course Time:Monday/1,2,3[M115]
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授課教師 Teacher:沈葆聖
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修課班級 Class:生科博, 生態碩1
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