| Paper Abstract and Keywords |
| Presentation |
2008-12-18 11:15
Classifier selection in a family of polyhedron classifiers Tetsuji Takahashi, Mineichi Kudo, Atsuyoshi Nakamura (Hokkaido Univ.) PRMU2008-153 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
It is an efficient way to approximate a class region by convex hulls of
samples. However, the convex hull is computationally hard to be constructed in high
dimensions. In this paper, we propose a way to construct
an approximate convex hull in a linear time of dimension.
In addition, we discuss on selecting an optimal classifier from a family of polyhedron classifiers
derived from approximate convex hulls. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Pattern recognition / Convex hull / Generalization error / Classifier selection / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 108, no. 363, PRMU2008-153, pp. 37-41, Dec. 2008. |
| Paper # |
PRMU2008-153 |
| Date of Issue |
2008-12-11 (PRMU) |
| ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
PRMU2008-153 |
| Conference Information |
| Committee |
PRMU |
| Conference Date |
2008-12-18 - 2008-12-19 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kumamoto Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
PRMU |
| Conference Code |
2008-12-PRMU |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Classifier selection in a family of polyhedron classifiers |
| Sub Title (in English) |
|
| Keyword(1) |
Pattern recognition |
| Keyword(2) |
Convex hull |
| Keyword(3) |
Generalization error |
| Keyword(4) |
Classifier selection |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Tetsuji Takahashi |
| 1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 2nd Author's Name |
Mineichi Kudo |
| 2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 3rd Author's Name |
Atsuyoshi Nakamura |
| 3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2008-12-18 11:15:00 |
| Presentation Time |
30 minutes |
| Registration for |
PRMU |
| Paper # |
PRMU2008-153 |
| Volume (vol) |
vol.108 |
| Number (no) |
no.363 |
| Page |
pp.37-41 |
| #Pages |
5 |
| Date of Issue |
2008-12-11 (PRMU) |