國立中山大學113學年度第2學期多變量分析課程大綱

國立中山大學 113學年度第2學期課程教學大綱

National Sun Yat-sen University 113Academic year Course syllabus

中文名稱
Course name(Chinese)

多變量分析

課號
Course Code

IGPE531

英文名稱
Course name(English)

MULTIVARIATE ANALYSIS

課程類別
Type of the course

講授類

必選修
Required/Selected

選修

系所
Dept./faculty

教育與人類發展研究全英語碩士學位學程

授課教師
Instructor

艾玲

學分
Credit

課程大綱 Course syllabus

尚未輸入 This course deals with multivariate techniques and their actual applications in education and other fields

課程目標 Objectives

尚未輸入 The learning objectives of this class are as follows:                                                                                                                                                                                   1. To develop skills needed to use multivariate techniques effectively                                                                                                                                                           2. To interpret and communicate statistical results

授課方式 Teaching methods

尚未輸入 This class includes lecture, problem solving exercises, journal article presentation, and mini-projects. SPSS will be used as statistical software.

評分方式﹝評分標準及比例﹞Evaluation (Criteria and ratio)等第制單科成績對照表 letter grading reference

1.Midterm exam：30%
2.Final requirement：30%
3.Homework/mini-projects：30%
4.Class participation：10%

參考書/教科書/閱讀文獻 Reference book/ textbook/ documents
〔請遵守智慧財產權觀念，不可非法影印。教師所提供之教材供學生本人自修學習使用,不得散播及做為商業用途〕
No copies for intellectual property rights. Textbooks provided by the instructor used only for self-study, can not broadcast or commercial use

序號	作者	書名	出版社	出版年	出版地	ISBN#
No.	Auther	Title	Publisher	Year of publish	Publisher place	ISBN#
1	Hair et al.,	Multivariate Data Analysis	Cengage Learning EMEA	2019 or 2010	UK
2	Johnson, A.R., Wichern, D.W.	Applied Multivariate Statistical Analysis	Pearson Higher Education	2008	US

彈性暨自主學習規劃 Alternative learning periods

本門課程是否有規劃實施學生彈性或自主學習內容（每1學分2小時）

Is any alternative learning periods planned for this course (with each credit corresponding to two hours of activity)?

否：教師需於「每週課程內容及預計進度」填寫18週課程進度（每1學分18小時之正課內容）。
No:The instructor will include an 18-week course plan in the weekly scheduled progress (each credit corresponds to 18 hours of instruction)

是：教師需於「每週課程內容及預計進度」填寫16週課程內容（每1學分16小時之正課內容），並於下列欄位填寫每1學分2小時學生彈性或自主學習內容。
Yes:The instructor will include a 16-week course plan in the weekly scheduled progress (each credit corresponds to 16 hours of instruction);
the details of the planned alternative learning periods are provided below (each credit corresponds to two hours of activity).

本門課程規劃學生彈性或自主學習內容（每1學分2小時）：
Alternative learning periods planned for the course (each credit corresponds to two hours of activity):

學生彈性或自主學習活動 Alternative learning periods	勾選或填寫規劃內容 Place a check in the appropriate box or provide details	時數 Number of hours
學生分組實作及討論 Group work and discussion
參與課程相關作業、作品、實驗 Participation in course-related assignments, work, or experiments
參與校內外活動（研習營、工作坊、參訪）或競賽 Participation in on- or off-campus activities (e.g., seminars, workshops, and visits) or competitions
課外閱讀 Extracurricular reading
線上數位教材學習 Learning with online digital learning materials
其他（請填寫規劃內容） Other (please provide details)

每週課程內容及預計進度 Weekly scheduled progress

週次	日期	授課內容及主題
Week	Date	Content and topic
1	2025/02/16~2025/02/22	Overview of Multivariate Methods
2	2025/02/23~2025/03/01	Data cleaning
3	2025/03/02~2025/03/08	Exploratory Factor Analysis
4	2025/03/09~2025/03/15	Exploratory Factor Analysis
5	2025/03/16~2025/03/22	Cluster Analysis
6	2025/03/23~2025/03/29	Cluster Analysis
7	2025/03/30~2025/04/05	Multiple Regression Analysis
8	2025/04/06~2025/04/12	Midterm exam
9	2025/04/13~2025/04/19	Multiple Regression Analysis
10	2025/04/20~2025/04/26	MANOVA
11	2025/04/27~2025/05/03	Multiple Discriminant Analysis
12	2025/05/04~2025/05/10	Multiple Discriminant Analysis
13	2025/05/11~2025/05/17	Logistic Regression
14	2025/05/18~2025/05/24	Logistic Regression
15	2025/05/25~2025/05/31	Research preparation
16	2025/06/01~2025/06/07	Oral presentations
17	2025/06/08~2025/06/14	Flexible learning
18	2025/06/15~2025/06/21	Flexible learning

課業討論時間 Office hours

時段1 Time period 1:
時間 Time：星期一10:00-12:00
地點 Office/Laboratory：SS4035-1
時段2 Time period 2：
時間 Time：星期二10:00-12:00
地點 Office/Laboratory：SS4035-1

系所學生專業能力/全校學生基本素養與核心能力 basic disciplines and core capabilitics of the dcpartment and the university

系所學生專業能力/全校學生基本素養與核心能力
basic disciplines and core capabilities of the department and the university

課堂活動與評量方式
Class activities and evaluation

本課程欲培養之能力與素養 This course enables students to achieve. 本課程欲培養之能力與素養 This course enables students to

紙筆考試或測驗 Test.

課堂討論︵含個案討論︶ Group discussion (case analysis).

個人書面報告、作業、作品、實驗 Indivisual paper report/ assignment/ work or experiment.

群組書面報告、作業、作品、實驗 Group paper report/ assignment/ work or experiment.

個人口頭報告 Indivisual oral presentation.

群組口頭報告 Group oral presentation.

課程規劃之校外參訪及實習 Off-campus visit and intership.

證照/檢定 License.

參與課程規劃之校內外活動及競賽 Participate in off-campus/ on-campus activities and competitions.

※系所學生專業能力 Basic disciplines and core capabilities of the department

1.培育針對當代教育之前瞻性與創新性議題進行整合性探究的能力。 1. Ability to carry out multidisciplinary research on prospective and innovative issues in contemporary Education.

2.培育從事具有理論基礎與問題解決導向的研究能力。 2. Research competence with theoretical foundation and problem-solving skills.

3.培育具備多元觀點與人文素養的的高級教育專業人才。 3. The ability to incorporate diversified perspectives and humanistic qualities into educational research.

4.培育從事領域整合型研究與成果國際化的能力。 4. Ability to carry out interdisciplinary and internationalized research.

5.當代教育議題的整合性研究能力。 5. Integrative research ability on contemporary educational issues.

6.以理論為基礎從事教育實務應用的研究能力。 6. Research competence of theory-based for practical applications in Education.

7.多元觀點與人文素養融入教育研究的能力。 7. Ability to Integrate Multiple Viewpoints and Humanistic Quality into Educational Research.

8.科技整合與成果國際化的進階能力。 8. Advanced capabilities in technology integration and internationalization of achievements.

※全校學生基本素養與核心能力 Basic disciplines and core capabilities of the university

1.表達與溝通能力。 1. Articulation and communication skills

2.探究與批判思考能力。 2. Inquisitive and critical thinking abilities

3.終身學習能力。 3. Lifelong learning

4.倫理與社會責任。 4. Ethnics and social responsibility

5.美感品味。 5. Aesthetic appreciation

6.創造力。 6. Creativity

7.全球視野。 7. Global perspective

8.合作與領導能力。 8. Team work and leadership

9.山海胸襟與自然情懷。 9. Broad-mindedness and the embrace of nature　

本課程與SDGs相關項目：The course relates to SDGs items:


	SDG1-消除貧窮(No Poverty)
	SDG2-消除飢餓 (Zero Hunger)
	SDG3-良好健康與福祉(Good Health and Well-being)
	SDG4-教育品質(Quality Education)
	SDG5-性別平等(Gender Equality)
	SDG6-乾淨水源與公共衛生(Clean Water and Sanitation)
	SDG7-可負擔乾淨能源(Affordable and Clean Energy)
	SDG8-優質工作與經濟成長(Decent Work and Economic Growth)
	SDG9-工業、創新和基礎建設(Industry,Innovation and Infrastructure)
	SDG10-減少不平等(Reduced Inequalities)
	SDG11-永續城市(Sustainable Cities and Communities)
	SDG12-責任消費與生產(Responsible Consumption and Production)
	SDG13-氣候行動(Climate Action)
	SDG14-海洋生態(Life Below Water)
	SDG15-陸域生態(Life on Land)
	SDG16-和平、正義和穩健的制度(Peace,Justice And Strong Institutions)
	SDG17-促進目標實現的全球夥伴關係(Partnership for the Goals)
	本課程和SDGS無關

本課程校外實習資訊: This course is relevant to internship:

本課程包含校外實習（本選項僅供統計使用，無校外實習者，得免勾記）
The course includes internship.(For statistical use only. If the course without internship, please ignore this item.)

實習定義：規劃具有學分或時數之必修或選修課程，且安排學生進行實務與理論課程實習，於實習終了取得考核證明繳回學校後，始得獲得學分；或滿足畢業條件者。(一般校內實習請勿勾選此欄位)

Internship: The required or elective courses should include credits and learning hours. Students should participate in the corporative company or institution to practice and learn the real skills. An internship certification must be handed in at the end of internship to get the credits or to fulfil the graduation requirements.

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