Course Information Course title DATA MINING Semester 99-2 ...

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Nov 7, 2013 (4 years and 5 days ago)

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Course Information

Course title

DATA MINING


Semester

99
-
2


Department

COLLEGE OF ENGINEERING

GRADUATE INSTITUTE
OF BIOMEDICAL ENGINEERING


Instructor

I Jen Chiang


Administrative Curriculum
Number

548EM1240


Teaching Curriculum Number

Biomed7083

Class


Credits

3

Full/Half

Yr.

Half


Required/
Elective

Elective

Time

Wednesday 234

Remarks

The upper limit of the number of students: 20

Ceiba Web Server


Table of Core Capabilities and
Curriculum Planning


Course Syllabus

Course Description

1. C
oncept of data mining

2. Knowledge representations and deduction inferences

3. Uncertainties and reasoning in medicine

4. Graph models and Bayesian networks

5. Statistics and hypothesis testing

6. Regression analysis

7. Support vector machine

8. Cla
ssifications

9. Decision trees and lazy learning

10. Association rules

11. Clustering

12. Feature selections

13. Artificial neural networks and genetic algorithms

14. Rough sets

15. Combining inductive and analytical learning

16. Boosting, stacking
, and bagging

17. Computational learning theory

18. Temporal sequent analysis

19. Text mining

Course Objective


Course Requirement



Office Hours


References


Designated reading


Grading




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