6201 - 資料分析方法與應用 英授 Taught in English

Method and Applications for Data Analysis

教育目標 Course Target

The aim of this course is to provide a general introduction to path analysis, factor analysis, structural equation modeling and multivariate analysis.
The course will start with basic concepts of multivariate data analysis. Then, more advanced topics will be introduced, such as model specification, fitness testing, interpretation of causality and model modification.

By the end of this course, students should be able to:
• Describe the relations between general linear models and structural equation models
• Explain the statistical theory of principal component analysis, exploratory and confirmatory factor analysis, path analysis and structural equation models
• Understand the concepts and rationales of causal models within the framework of structural equation models
• Undertake structural equation modeling using statistical software packages and interpret the results properly

The aim of this course is to provide a general introduction to path analysis, factor analysis, structural equation modeling and multivariate analysis.
The course will start with basic concepts of multivariate data analysis. Then, more advanced topics will be introduced, such as model specification, fitness testing, interpretation of causeality and model modification.

By the end of this course, students should be able to:
• Describe the relationships between general linear models and structural equation models
• Explain the statistical theory of principal component analysis, exploration and confirmatory factor analysis, path analysis and structural equation models
• Understand the concepts and rationales of causal models within the framework of structural equation models
• Undertake structural equation modeling using statistical software packages and interpret the results properly

參考書目 Reference Books

Journal articles
吳明隆,結構方程模式方法與實務應用,麗文文化
豊田秀樹,結構方程模式分析 AMOS,鼎茂圖書出版

Journal articles
Wu Minglong, Constructing equation pattern method and practical application, Liwen Culture
Xishu, Structural equation pattern analysis AMOS, Dingmao Book Published

評分方式 Grading

評分項目
Grading Method
配分比例
Percentage
說明
Description
平時成績(出席及作業)
Regular achievements (attendance and work)
30
期中考
Midterm exam
20
期末專題報告
Final issue report
25
分組報告
Sub-group report
25

授課大綱 Course Plan

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相似課程 Related Courses

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課程資訊 Course Information

基本資料 Basic Information

  • 課程代碼 Course Code: 6201
  • 學分 Credit: 0-3
  • 上課時間 Course Time:
    Monday/2,Thursday/2,3[M425]
  • 授課教師 Teacher:
    張伊婷
  • 修課班級 Class:
    資管碩1,2
  • 選課備註 Memo:
    大學部四年級可選,採人工加選。
選課狀態 Enrollment Status

目前選課人數 Current Enrollment: 16 人

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