Exercise in Data Mining

Course Purpose
The purpose of this lecture course is to be able to apply fundamental analysis methods in the domain of multivariable analysis and data mining to small datasets.
Learning Goals
Students should be able to:
1) apply some methods in the domain of multivariable analysis to small datasets, and
2) apply some algorithms in the domain of data mining to samll datasets.
Topic
Session 1introduction
Session 2Regression analysis (1)
Session 3Regression analysis (2)
Session 4Principal component analysis
Session 5Principal component score, variate plot
Session 6Discriminant analysis (1)
Session 7Discriminant analysis (2)
Session 8Report assignment
Session 9Report assignment
Session 10Decision tree
Session 11Regression tree
Session 12Frequent item set enumeration
Session 13Report assignment
Session 14Report assignment
＊＊This content is based on April 1, 2025. For the latest syllabus information and details, please check the syllabus information inquiry page provided by the university.＊＊