| Paper Abstract and Keywords |
| Presentation |
2007-03-06 10:55
ARTMAP with Explicit and Implicit Weights
Kenji Mori, Takeshi Kamio, Hisato Fujisaka, Kazuhisa Haeiwa (Hirosima City Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
ARTMAP is a supervised learning system that consists of the adaptive resonance theory neural networks (ART). Since ARTMAP was devised as a system that can solve the Stability-Plasticity Dilemma, a variety of learning methods have been proposed. Although the average learning method (AL) is implemented by modifying the original learning method (FCSR) slightly, it has been reported that AL can solve the pattern recognition problem in noisy environment more effectively than FCSR. However, we have confirmed that AL is less suitable for the region classification problem than FCSR. This fact means that AL has certain problems that do not exit in FCSR. In this report, we propose a novel learning method for ARTMAP with both explicit and implicit weights to overcome the problems in AL. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Adaptive Resonance Theory / ART / ARTMAP / Match Tracking / Explicit Weight / Implicit Weight / / |
| Reference Info. |
IEICE Tech. Rep., vol. 106, no. 574, NLP2006-158, pp. 21-26, March 2007. |
| Paper # |
NLP2006-158 |
| Date of Issue |
2007-02-27 (NLP) |
| ISSN |
Print edition: ISSN 0913-5685 |
| Download PDF |
|
| Conference Information |
| Committee |
NLP |
| Conference Date |
2007-03-05 - 2007-03-06 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
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| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
NLP |
| Conference Code |
2007-03-NLP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
ARTMAP with Explicit and Implicit Weights |
| Sub Title (in English) |
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| Keyword(1) |
Adaptive Resonance Theory |
| Keyword(2) |
ART |
| Keyword(3) |
ARTMAP |
| Keyword(4) |
Match Tracking |
| Keyword(5) |
Explicit Weight |
| Keyword(6) |
Implicit Weight |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Kenji Mori |
| 1st Author's Affiliation |
Hirosima City University (Hirosima City Univ.) |
| 2nd Author's Name |
Takeshi Kamio |
| 2nd Author's Affiliation |
Hirosima City University (Hirosima City Univ.) |
| 3rd Author's Name |
Hisato Fujisaka |
| 3rd Author's Affiliation |
Hirosima City University (Hirosima City Univ.) |
| 4th Author's Name |
Kazuhisa Haeiwa |
| 4th Author's Affiliation |
Hirosima City University (Hirosima City Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2007-03-06 10:55:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLP |
| Paper # |
NLP2006-158 |
| Volume (vol) |
vol.106 |
| Number (no) |
no.574 |
| Page |
pp.21-26 |
| #Pages |
6 |
| Date of Issue |
2007-02-27 (NLP) |