Presentation | 2015-03-03 Fisher's linear discriminant analysis as a communication of classes Jun FUJIKI, Masaru TANAKA, Hitoshi SANANO, Akisato KIMURA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Fundamental framework of pattern recognition is generally considered to the mapping from pattern space, the set of observed 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. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | discriminant analysis / information geometry / communication theory / signal space / degenerate mapping |
Paper # | EA2014-102,SIP2014-143,SP2014-165 |
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Committee | SIP |
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Conference Date | 2015/2/23(1days) |
Place (in Japanese) | (See Japanese page) |
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Registration To | Signal Processing (SIP) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Fisher's linear discriminant analysis as a communication of classes |
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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 Communication Science Laboratories |
Date | 2015-03-03 |
Paper # | EA2014-102,SIP2014-143,SP2014-165 |
Volume (vol) | vol.114 |
Number (no) | 474 |
Page | pp.pp.- |
#Pages | 6 |
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