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Mutual Information Based Feature Selection and Clustering for Biological Data

Title
Mutual Information Based Feature Selection and Clustering for Biological Data
Authors
홍성환
DGIST Authors
Hong, Seonghwan; Park, Sanghyun; Choi, Jihwan P.
Advisor(s)
최지환
Co-Advisor(s)
Sanghyun Park
Issue Date
2019
Available Date
2019-10-03
Degree 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
DOI
10.22700/thesis.200000171490
Degree
MASTER
Department
Information and Communication Engineering
University
DGIST
Related Researcher
  • Author Park, Sang Hyun Medical Image & Signal Processing Lab
  • Research Interests 컴퓨터비전, 인공지능, 의료영상처리
Files:
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Collection:
Department of Information and Communication EngineeringThesesMaster


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