| Paper Abstract and Keywords |
| Presentation |
2005-03-05 10:50
Auto Target Multiclassification by Double Negative Aggregation of SVM Membership
Hidetoshi Tanaka (Mitsubishi Electric) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Auto Target Multiclassification problems are binarized into pairwise
target classifications to utilize basic classification methods
such as the support vector machine (SVM).
Instead of the fuzzy logical product, we propose a simple
aggregation called double negative. It focuses on the margin areas
of the SVM discrimination functions, and the memberships of the
negative votes of the class are accumulated to be the
negative membership of the class.
It provides consistent results with the basic pairwise
memberships, enumerates candidates when the total membership
of the multiple classes are nearly equal to each other,
and needs small computational cost in class reconfiguration. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Support Vector Machine / Multiclassification / Fuzzy Membership Function / Auto Target Recognition / Radar / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 104, no. 699, SANE2004-120, pp. 25-30, March 2005. |
| Paper # |
SANE2004-120 |
| Date of Issue |
2005-02-26 (SANE) |
| ISSN |
Print edition: ISSN 0913-5685 |
| Download PDF |
|
| Conference Information |
| Committee |
SANE |
| Conference Date |
2005-03-03 - 2005-03-05 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
KARI, Daejeon, Korea |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Joint workshop for Space, Aeronautical and Navigational Engineering |
| Paper Information |
| Registration To |
SANE |
| Conference Code |
2005-03-SANE |
| Language |
English (Japanese title is available) |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Auto Target Multiclassification by Double Negative Aggregation of SVM Membership |
| Sub Title (in English) |
|
| Keyword(1) |
Support Vector Machine |
| Keyword(2) |
Multiclassification |
| Keyword(3) |
Fuzzy Membership Function |
| Keyword(4) |
Auto Target Recognition |
| Keyword(5) |
Radar |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Hidetoshi Tanaka |
| 1st Author's Affiliation |
Mitsubishi Electric Corporation (Mitsubishi Electric) |
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| Speaker |
Author-1 |
| Date Time |
2005-03-05 10:50:00 |
| Presentation Time |
25 minutes |
| Registration for |
SANE |
| Paper # |
SANE2004-120 |
| Volume (vol) |
vol.104 |
| Number (no) |
no.699 |
| Page |
pp.25-30 |
| #Pages |
6 |
| Date of Issue |
2005-02-26 (SANE) |