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1754 - 多變量分析 Multivariate Analysis


教育目標 Course Target

學習多變量統計分析之基礎理論與實務應用. Chapter 2- Matrix Algebra /矩陣代數 Chapter 4- Multivariate Normal Distribution /多變量常態分配 Chapter 6- Comparisons of Several Multivariate Means /多變量平均數比較 Chapter 7- Multivariate Linear Regression Models /多變量線性迴歸模型 Chapter 8- Principal Components /主成份 Chapter 9- Factor Analysis /因子分析 Chapter 10- Canonical Correlation Analysis /典型相關分析 Chapter 11- Discriminant and Classification /區別與分類 Chapter 12- Clustering /群集Learn the basic theories and practical applications of multi-variable statistical analysis. Chapter 2- Matrix Algebra / Matrix Generations Chapter 4- Multivariate Normal Distribution / Multivariate Normal Distribution Chapter 6- Comparisons of Several Multivariate Means/Comparisons of Multivariate Means Chapter 7- Multivariate Linear Regression Models/Multivariate Linear Regression Models Chapter 8- Principal Components / Principal Components Chapter 9- Factor Analysis / Factor Analysis Chapter 10- Canonical Correlation Analysis/Typical Related Analysis Chapter 11- Discriminant and Classification /Discriminant and Classification Chapter 12- Clustering /Clustering


課程概述 Course Description

Giving the overview of Multivariate Data Analysis and insights into Multivariate Data Analysis components. Main topics include: 1.Basic Statistics. 2.Dependence Method. 3.InterDependence Methods. 4.Structural Model. 5.Case Exercise.
Giving the overview of Multivariate Data Analysis and insights into Multivariate Data Analysis components. Main topics include: 1. Basic Statistics. 2.Dependence Method. 3.InterDependence Methods. 4.Structural Model. 5.Case Exercise.


參考書目 Reference Books

Textbook: Applied Multivariate Statistical Analysis by Richard A. Johnson and Dean W. Wichern.
Textbook: Applied Multivariate Statistical Analysis by Richard A. Johnson and Dean W. Wichern.


評分方式 Grading

評分項目 Grading Method 配分比例 Grading percentage 說明 Description
平時考平時考
Regular exam
40 包括出缺席、上機考、平時考
期中考期中考
Midterm exam
30
期末考期末考
Final exam
30

授課大綱 Course Plan

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相似課程 Related Course

必修-1756 Multivariate Analysis / 多變量分析 (統計系3B,授課教師:魏文翔,一/7,三/8,9[M117])
選修-6193 Multivariate Analysis / 多變量分析 (共選修碩 (統計所開),授課教師:劉家頤,三/10,11,12[M025])
選修-7180 Multivariate Analysis / 多變量分析 (景觀碩1,2,授課教師:黃宜瑜,三/2,3,4[景觀系館])

Course Information

Description

學分 Credit:3-0
上課時間 Course Time:Thursday/5,10,11[M116]
授課教師 Teacher:呂恒輝
修課班級 Class:統計系3A
選課備註 Memo:人工加選
授課大綱 Course Plan: Open

選課狀態 Attendance

There're now 42 person in the class.
目前選課人數為 42 人。

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