Title

Mutual Information Based Feature Selection and Clustering for Biological Data

DGIST Authors

Park, Sanghyun ; Hong, Seonghwan ; Choi, Jihwan P.

Advisor

최지환

Co-Advisor(s)

Sanghyun Park

Issued Date

2019

Awarded Date

2019-02

Citation

홍성환. (2019). Mutual Information Based Feature Selection and Clustering for Biological Data. doi: 10.22700/thesis.200000171490

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

DOI

10.22700/thesis.200000171490

Degree

MASTER

Department

Information and Communication Engineering

Publisher

DGIST

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