1754 - 多變量分析 英授 Taught in English

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
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配分比例
Percentage
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Description
平時考
Regular exam
35 包括出缺席(5%)
期中考
Midterm exam
25
期末考
Final exam
40

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必修-1756
統計系3B 魏文翔 四/6,7,8[M119] 3-0 詳細資訊 Details
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共選碩1,2(統計系開) 劉家頤 一/10,11,12[M025] 3-0 詳細資訊 Details

課程資訊 Course Information

基本資料 Basic Information

  • 課程代碼 Course Code: 1754
  • 學分 Credit: 3-0
  • 上課時間 Course Time:
    Wednesday/6,7,8[M119]
  • 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
選課狀態 Enrollment Status

目前選課人數 Current Enrollment: 53 人

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