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

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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
  • 上課時間 Course Time:
    Monday/1,2,3[M115]
  • 授課教師 Teacher:
    沈葆聖
  • 修課班級 Class:
    生科博, 生態碩1
選課狀態 Enrollment Status

目前選課人數 Current Enrollment: 12 人

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