NCHU Course Outline
Course Name (中) 迴歸分析(7755)
(Eng.) Regression Analysis
Offering Dept Executive Master Program in Big Data
Course Type Elective Credits 3 Teacher HSU, YING-LIN
Department Executive Master Program in Big Data / (W)Graduate Language Chinese 英文/EMI Semester 2025-FALL
Course Description 介紹迴歸分析方法並且訓練學生配適合適的迴歸模型。主題包括簡單的迴歸,多元迴歸,虛擬變數,變數的選取,假設檢定與信賴區間,異質變異數,非獨立的假設,離群值,共線性的現象以及轉換的方法等等。本課程配合統計套裝軟體分析數據。
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
課程提供給學生迴歸分析的理論與方法。當修完此課程,希望學生可以得到迴歸理論的基礎知識以及如何去處理分析資料。
1.Professional Knowledge in Statistics Analysis
4.Mathematical and Statistics Software Skill
50
50
Lecturing
Exercises
Quiz
Assignment
Oral Presentation
Attendance
Written Presentation
Course Content and Homework/Schedule/Tests Schedule
Week Course Content
Week 1 Simple regression
Week 2 Simple regression
Week 3 Simple regression
Week 4 Simple regression
Week 5 Multiple regression
Week 6 Multiple regression
Week 7 Multiple regression
Week 8 Multiple regression
Week 9 midterm
Week 10 Tests and confidence regions
Week 11 Tests and confidence regions
Week 12 Indicator variable
Week 13 The normality assumption
Week 14 Outliers
Week 15 Transformation
Week 16 Multicollinearity

Variable selection
funal exam
self-directed
learning
   01.Participation in professional forums, lectures, and corporate sharing sessions related to industry-government-academia-research exchange activities.

Evaluation
期中報告35%, 期末報告35%, 作業20%, 點名佔10%
Textbook & other References
Textbook:
Introduction to linear regression analysis, Montgomery, Peck, and Vining, 5th ed., 2012, Wiley (滄海)


References:
1. Regression Analysis: Theory, Methods, and Applications, Sen and Srivastava, 1990, Springer (滄海)
2. Introduction to Regression Modeling, Abraham and Ledolter, 2006, Thomson.
3. Applied Linear Regression Models, Kutner, Nachtsheim and Neter, 2005, 4th ed., McGraw-Hill (華泰)
4. Elementary Linear Algebra 8/E, by Ron LARSON, 2017, CENGAGE (高立)
Teaching Aids & Teacher's Website
iLearning 系統
Office Hours
時間再公告周知
Sustainable Development Goals, SDGs(Link URL)
04.Quality Education   05.Gender Equality   08.Decent Work and Economic Growthinclude experience courses:N
Please respect the intellectual property rights and use the materials legally.Please respect gender equality.
Update Date, year/month/day:2025/08/13 19:25:11 Printed Date, year/month/day:2025 / 8 / 31
The second-hand book website:http://www.myub.com.tw/