| Paper Abstract and Keywords |
| Presentation |
2007-03-14 10:40
Optimization of the support vector machine's kernels using a feedforward neural network
Shin'ichi Tamura (DENSO CORP.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
A novel approach to determining the optimal kernel parameters of Support Vector Machines is proposed. Based on the fact that a feed-forward neural network with infinitely many hidden units can realize any continuous mapping, an optimal mapping from the input space to a higher-dimensional space is estimated by neural network learning with a given learning input-output data. The kernel parameters of Support Vector Machines is determined using the criterion that the mapping determined implicitly by the kernel be as close as possible to the estimated mapping of a feed-forward neural network. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Feedforward neural network / Support Vector Machine / Kernel / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 106, no. 588, NC2006-137, pp. 115-120, March 2007. |
| Paper # |
NC2006-137 |
| Date of Issue |
2007-03-07 (NC) |
| ISSN |
Print edition: ISSN 0913-5685 |
| Download PDF |
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| Conference Information |
| Committee |
NC |
| Conference Date |
2007-03-14 - 2007-03-16 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tamagawa University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
General |
| Paper Information |
| Registration To |
NC |
| Conference Code |
2007-03-NC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Optimization of the support vector machine's kernels using a feedforward neural network |
| Sub Title (in English) |
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| Keyword(1) |
Feedforward neural network |
| Keyword(2) |
Support Vector Machine |
| Keyword(3) |
Kernel |
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| 1st Author's Name |
Shin'ichi Tamura |
| 1st Author's Affiliation |
DENSO CORPORATION (DENSO CORP.) |
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| Speaker |
Author-1 |
| Date Time |
2007-03-14 10:40:00 |
| Presentation Time |
20 minutes |
| Registration for |
NC |
| Paper # |
NC2006-137 |
| Volume (vol) |
vol.106 |
| Number (no) |
no.588 |
| Page |
pp.115-120 |
| #Pages |
6 |
| Date of Issue |
2007-03-07 (NC) |