Mutual Information Based Feature Selection and Clustering for Biological Data
- Title
- Mutual Information Based Feature Selection and Clustering for Biological Data
- Author(s)
- 홍성환
- DGIST Authors
- Park, Sanghyun ; Hong, Seonghwan ; Choi, Jihwan P.
- Advisor
- 최지환
- Co-Advisor(s)
- Sanghyun Park
- Issued Date
- 2019
- Awarded Date
- 2019-02
- Type
- Thesis
- Table Of Contents
-
Abstract --- i
List of contents --- ii
List of figures --- iii
List of algorithMaster --- vi
Ⅰ. Introduction --- 1
1.1 Motivation and overview --- 1
1.2 Objective of the thesis --- 4
Ⅱ. Background --- 5
2.1 mRMR (Minimum Redundancy Maximum Relevance) --- 5
2.2 Mutual information estimation --- 7
Ⅲ. Methods --- 9
3.1 Our proposal 1: Robust mRMR --- 9
3.2 Our proposal 2: Feature clustering by mutual information --- 13
Ⅳ. Results and discussion --- 15
4.1 Data set description --- 15
4.2 Feature selection --- 15
4.3 Feature clustering --- 23
Ⅴ. Conclusion --- 27
References --- 28
- URI
-
http://dgist.dcollection.net/common/orgView/200000171490
http://hdl.handle.net/20.500.11750/10748
- Degree
- MASTER
- Department
- Information and Communication Engineering
- Publisher
- DGIST
- Related Researcher
-
-
Park, Sang Hyun
- Research Interests 컴퓨터비전; 인공지능; 의료영상처리
-
- Files in This Item:
-
There are no files associated with this item.
- Appears in Collections:
- Department of Electrical Engineering and Computer Science Theses Master
Items in Repository are protected by copyright, with all rights reserved, unless otherwise indicated.