SemesterFall Semester, 2025
DepartmentProgram(master level)
Course NameData Mining : Concepts, Techniques, and Applications
Instructor
Credit3.0
Course TypeRequired
Prerequisite
Course Objective
Course Description
Course Schedule
















































































































Week

Date

Topic

Note

1

1-Sep



Introduction



 

2



8-Sep



Overview and Data



 

3



15-Sep



Overview and Data



 

3



15-Sep



Lab For Data Exploration And Management (Make up for Mid-Autumn Festival)



 

4



22-Sep



Classification



 

5



29-Sep



Classification



本週不直播上課，將有課程錄影與學習進度，請學生自行學習。

6



6-Oct



Mid-Autumn Festival



 
7 13-Oct Text Mining & Project Progress Report  

8



20-Oct



Lab 2



 

9



27-Oct



Text Mining



 

10



3-Nov



Text Mining



 

11



10-Nov



DM Clustering



 

12



17-Nov



DM Clustering & Project Progress Report



 

13



24-Nov



Association



 

14



1-Dec



Student Paper Presentation（同時段同步報告）



 

15



8-Dec



Final Exam



 

16



15-Dec



Final Demo Presentation



 

Teaching Methods
Teaching Assistant
Requirement/Grading

  • Two assignments: 20%

  • One short presentation: 10%

  • One project: 25%

  • One exam: 35%

  • Class participation (in or after class): 10%


Textbook & Reference

Pang-Ning Tan, Michael Steinbach, Vipin Kumar, Introduction to Data Mining, Addison Wesley


Urls about Course
課程名稱：資料探勘與應用 授課教師：清大陳宜欣老師 遠距上課位置：https://www.youtube.com/@NTHU_ISA5810_DataMining 課程網頁：https://www.cs.nthu.edu.tw/~yishin/courses/ISA5810/ISA5810-2025.html NTUCOOL平台：cool.ntu.edu.tw
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