Paper Abstract and Keywords |
Presentation |
2007-03-28 14:00
Acquiring Classification Rules by using Adaptive Resonance Theory You Nasu, Takeshi Yamada, Hiroaki Ueda, Kenichi Takahashi, Tetsuhiro Miyahara (Hiroshima City Univ.) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We propose two on-line classification methods, ARTMAPED and ARTMAPAW, which are based on adaptive resonance theory. ARTMAPED classifies cases on the basis of Euclidean distance and it incorporates category merging as a generalization technique. ARTMAPAW is the modification of ARTMAPED to consider the importance of each attribute. The importance of attributes is updated through generalizing and specializing classification rules. Experimental results show that ARTMAPAW acquires better classification rules with fewer categories than ARTMAPED, fuzzy ARTMAP and C4.5. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
classification / adaptive resonance theory / match tracking / category merging / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 106, no. 617, AI2006-70, pp. 41-44, March 2007. |
Paper # |
AI2006-70 |
Date of Issue |
2007-03-21 (AI, KBSE) |
ISSN |
Print edition: ISSN 0913-5685 |
Download PDF |
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Conference Information |
Committee |
AI KBSE |
Conference Date |
2007-03-28 - 2007-03-28 |
Place (in Japanese) |
(See Japanese page) |
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(See Japanese page) |
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Paper Information |
Registration To |
AI |
Conference Code |
2007-03-AI-KBSE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Acquiring Classification Rules by using Adaptive Resonance Theory |
Sub Title (in English) |
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Keyword(1) |
classification |
Keyword(2) |
adaptive resonance theory |
Keyword(3) |
match tracking |
Keyword(4) |
category merging |
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1st Author's Name |
You Nasu |
1st Author's Affiliation |
Hiroshima City University (Hiroshima City Univ.) |
2nd Author's Name |
Takeshi Yamada |
2nd Author's Affiliation |
Hiroshima City University (Hiroshima City Univ.) |
3rd Author's Name |
Hiroaki Ueda |
3rd Author's Affiliation |
Hiroshima City University (Hiroshima City Univ.) |
4th Author's Name |
Kenichi Takahashi |
4th Author's Affiliation |
Hiroshima City University (Hiroshima City Univ.) |
5th Author's Name |
Tetsuhiro Miyahara |
5th Author's Affiliation |
Hiroshima City University (Hiroshima City Univ.) |
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Speaker |
Author-1 |
Date Time |
2007-03-28 14:00:00 |
Presentation Time |
20 minutes |
Registration for |
AI |
Paper # |
AI2006-70, KBSE2006-78 |
Volume (vol) |
vol.106 |
Number (no) |
no.617(AI), no.618(KBSE) |
Page |
pp.41-44 |
#Pages |
4 |
Date of Issue |
2007-03-21 (AI, KBSE) |
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