Presentation 2014-11-17
Geometry of Fisher's linear discriminant analysis
Jun FUJIKI, Masaru TANAKA, Hitoshi SANANO, Akisato KIMURA,
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Abstract(in English) Fundamental framework of pattern recognition is generally considered to the mapping from the set of patterns into the set of classes. This paper proposed the new framework of the pattern recognition as the communication of classes via patterns. In the framework, the patterns are regarded as encoded classes. By the framework, the geometry of pattern recognition can be understood via communication theory. We consider the Fisher linear discriminant analysis through the communication theory.
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Keyword(in English) discriminant analysis / information geometry / communication theory / signal space / degenerate mapping
Paper # IBISML2014-45
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Committee IBISML
Conference Date 2014/11/10(1days)
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Registration To Information-Based Induction Sciences and Machine Learning (IBISML)
Language JPN
Title (in Japanese) (See Japanese page)
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Title (in English) Geometry of Fisher's linear discriminant analysis
Sub Title (in English)
Keyword(1) discriminant analysis
Keyword(2) information geometry
Keyword(3) communication theory
Keyword(4) signal space
Keyword(5) degenerate mapping
1st Author's Name Jun FUJIKI
1st Author's Affiliation Fukuoka University()
2nd Author's Name Masaru TANAKA
2nd Author's Affiliation Fukuoka University
3rd Author's Name Hitoshi SANANO
3rd Author's Affiliation NTT DATA
4th Author's Name Akisato KIMURA
4th Author's Affiliation NTT CS Lab.
Date 2014-11-17
Paper # IBISML2014-45
Volume (vol) vol.114
Number (no) 306
Page pp.pp.-
#Pages 6
Date of Issue