| Paper Abstract and Keywords |
| Presentation |
2005-02-25 13:45
[Special Talk]
Kernel Methods for Analyzing Structured-data
Hisashi Kashima (IBM Research) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
We introduce kernel-based approaches for analyzing structured data
such as sequences, trees, and graphs.
Especially,
we introduce the idea of the convolution kernel
that is a general framework for designing kernels for structured data,
and give some examples of such kernels.
Moreover, we introduce the structure mapping problem
that is a generalized problem of the supervised classification problem,
and kernel-based approaches for the problem. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Kernel Methods / Convolution Kernels / Marginalized Kernels / Graph Kernel / Structured Output / Hidden Markov Perceptron / Support Vector Machine / |
| Reference Info. |
IEICE Tech. Rep., vol. 104, no. 670, PRMU2004-208, pp. 61-66, Feb. 2005. |
| Paper # |
PRMU2004-208 |
| Date of Issue |
2005-02-18 (NLC, PRMU) |
| ISSN |
Print edition: ISSN 0913-5685 |
| Download PDF |
|
| Conference Information |
| Committee |
PRMU NLC |
| Conference Date |
2005-02-24 - 2005-02-25 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
PRMU |
| Conference Code |
2005-02-PRMU-NLC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Kernel Methods for Analyzing Structured-data |
| Sub Title (in English) |
|
| Keyword(1) |
Kernel Methods |
| Keyword(2) |
Convolution Kernels |
| Keyword(3) |
Marginalized Kernels |
| Keyword(4) |
Graph Kernel |
| Keyword(5) |
Structured Output |
| Keyword(6) |
Hidden Markov Perceptron |
| Keyword(7) |
Support Vector Machine |
| Keyword(8) |
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| 1st Author's Name |
Hisashi Kashima |
| 1st Author's Affiliation |
IBM Research (IBM Research) |
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| Speaker |
Author-1 |
| Date Time |
2005-02-25 13:45:00 |
| Presentation Time |
45 minutes |
| Registration for |
PRMU |
| Paper # |
NLC2004-126, PRMU2004-208 |
| Volume (vol) |
vol.104 |
| Number (no) |
no.668(NLC), no.670(PRMU) |
| Page |
pp.61-66 |
| #Pages |
6 |
| Date of Issue |
2005-02-18 (NLC, PRMU) |
|