NCHU Course Outline
Course Name (中) 應用多變量資料分析(6066)
(Eng.) Applied Multivariate Data Analysis
Offering Dept Graduate Institute of Statistics
Course Type Elective Credits 3 Teacher LIN, TSUNG-I
Department Doctoral Program in Big Data Analytics for Industrial Applications / Ph.D Language Chinese 英文/EMI Semester 2025-FALL
Course Description 1. 能選擇適當的分析方法來處理多變量資料。
2. 能解釋用多變量分析方法的結果。



Prerequisites
self-directed learning in the course Y
Relevance of Course Objectives and Core Learning Outcomes(%) Teaching and Assessment Methods for Course Objectives
Course Objectives Competency Indicators Ratio(%) Teaching Methods Assessment Methods
1. 能選擇適當的分析方法來處理多變量資料。
2. 能解釋用多變量分析方法的結果。
1.
2.
3.
5.
25
25
25
25
Practicum
Lecturing
Discussion
Quiz
Written Presentation
Assignment
Course Content and Homework/Schedule/Tests Schedule
Week Course Content
Week 1 ******* 以下授課內容會依國定假日與學生學習狀況等做適當調整 *******
Aspects of Multivariate Analysis.
Week 2 Matrix Algebra and Random Vectors
Week 3 Matrix Algebra and Random Vectors
Week 4 Sample Geometry and Random Sampling
Week 5 Sample Geometry and Random Sampling
Week 6 The Multivariate Normal Distribution
Week 7 The Multivariate Normal Distribution
Week 8 Inferences About a Mean Vector
Week 9 Inferences About a Mean Vector
Week 10 Principal Components
Week 11 Principal Components
Week 12 Factor Analysis and Inference for Structured Covariance Matrices
Week 13 期中考
Week 14
Factor Analysis and Inference for Structured Covariance Matrices
Week 15 Clustering, Distance Methods and Ordination
Week 16 閱讀老師指定參考文獻,期末報告。
self-directed
learning
   02.Viewing multimedia materials related to industry and academia.

Evaluation
Homework 30%, Midterm 40%, Final project 30%


Textbook & other References
Johnson, R.A. and Wichern, D.W. (2007), ”Applied Multivariate Statistical Analysis” , 6th ed, Prentice Hall. (雙葉代理)



Teaching Aids & Teacher's Website
https://lms2020.nchu.edu.tw
Office Hours
Appointment

Sustainable Development Goals, SDGs(Link URL)
include experience courses:N
Please respect the intellectual property rights and use the materials legally.Please respect gender equality.
Update Date, year/month/day:2025/08/25 22:29:23 Printed Date, year/month/day:2025 / 8 / 31
The second-hand book website:http://www.myub.com.tw/