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course information of 103 - 2 | 6201 Method and Applications for Data Analysis(資料分析方法與應用)

Taught In English6201 - 資料分析方法與應用 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 properlyThe 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


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, Structural Equation Model Method and Practical Application, Liwen Culture
Hideki Toyota, Structural Equation Model Analysis AMOS, published by Dingmao Books


評分方式 Grading

評分項目 Grading Method 配分比例 Grading percentage 說明 Description
平時成績(出席及作業)平時成績(出席及作業)
Daily results (attendance and homework)
30
期中考期中考
midterm exam
20
期末專題報告期末專題報告
Final special report
25
分組報告分組報告
Group report
25

授課大綱 Course Plan

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Course Information

Description

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。
This Course is taught In English 授課大綱 Course Plan: Open

選課狀態 Attendance

There're now 16 person in the class.
目前選課人數為 16 人。

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