NCHU Course Outline
Course Name (中) 迴歸分析(6095)
(Eng.) Regression Analysis
Offering Dept Department of Business Administration
Course Type Elective Credits 3 Teacher CHIH MING CHANG
Department Department of Business Administration / Graduate Language Chinese Semester 2026-SPRING
Course Description 內容包括簡單以及多重迴歸之方法及理論、迴歸模式適合度檢定以及診斷、反應變數之轉換、迴歸與變異數分析、模式選取、利用迴歸相關方法分析,並提供一些習題與專案讓學生能自我練習並且讓學生親身分析實際案例,進一步使其瞭解迴歸分析的應用。
Prerequisites
Relevance of Course Objectives and Core Learning Outcomes(%) Teaching and Assessment Methods for Course Objectives
Course Objectives Competency Indicators Ratio(%) Teaching Methods Assessment Methods
課程主要介紹迴歸分析之相關方法以及其理論。此外,如何利用所學迴歸方法來做實際資料分析亦是本課程之重點。
1.Critical Thinking
2.Global Awareness
6.Independent Problem-Solving
50
10
40
Lecturing
Other
Discussion
Exercises
Visit
topic Discussion / Production
Assignment
Oral Presentation
Attendance
Written Presentation
Course Content and Homework/Schedule/Tests Schedule
Week Course Content
Week 1 課程介紹
Week 2 簡單線性迴歸模型
Week 3 簡單線性迴歸模型
Week 4 複迴歸模型
Week 5 複迴歸模型
Week 6 非線性迴歸模型
Week 7 放假
Week 8 期中報告
Week 9 邏輯斯Logistic迴歸模型
Week 10 邏輯斯Logistic迴歸模型
Week 11 迴歸之調節效果
Week 12 迴歸之調節效果
Week 13 迴歸之中介效果
Week 14 路徑分析
Week 15 SPSS PROCESS操作介紹 ~ 以調節與中介效果為例
Week 16 期末報告
self-directed
learning
   01.Participation in professional forums, lectures, and corporate sharing sessions related to industry-government-academia-research exchange activities.
   02.Viewing multimedia materials related to industry and academia.
   04.Participation in visits or internships at industry, government, or academic institutions.

Evaluation
Homework 25%
Class Participation 15%
Midterm Project 30%
Final Project 30%
Textbook & other References
1. 量化研究與統計分析:SPSS與R資料分析範例解析,邱皓政著,五南出版社,2019年。
2. 應用線性迴歸模型第四版,陳至安等譯,華泰文化,2005年。
3.應用線性迴歸,馮文俊譯,五南圖書,1996年。
4. 給論文寫作者的統計指南,顏志龍、鄭中平著,五南出版社,2017年。
Teaching Aids & Teacher's Website
請至i-Learning系統下載
Office Hours
Thursday 11:00~13:00
Sustainable Development Goals, SDGs(Link URL)
04.Quality Educationinclude experience courses:N
Please respect the intellectual property rights and use the materials legally.Please respect gender equality.
Update Date, year/month/day:2026/02/23 23:17:34 Printed Date, year/month/day:2026 / 5 / 30
The second-hand book website:http://www.myub.com.tw/