Paper Abstract and Keywords |
Presentation |
2014-03-06 13:25
Simultaneous prediction of multiple physical properties using multi-task learning Tomoaki Iwase (Univ. of Tokyo), Atsuto Seko (Kyoto Univ.), Hisashi Kashima (Univ. of Tokyo) IBISML2013-68 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We apply several existing techniques and a new model of multi-task learning to the problem of predicting multiple physical properties of chemical compounds. Our experimental results using a real dataset show
simultaneous prediction using multi-task learning approaches outperform individual prediction. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
First-principles calculation / Physical property prediction / Multi-task learning / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 113, no. 476, IBISML2013-68, pp. 9-13, March 2014. |
Paper # |
IBISML2013-68 |
Date of Issue |
2014-02-27 (IBISML) |
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) |
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IBISML2013-68 |
Conference Information |
Committee |
IBISML |
Conference Date |
2014-03-06 - 2014-03-07 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Nara Women's University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Statistical mathmatics, machine learning, data mining, and other topics |
Paper Information |
Registration To |
IBISML |
Conference Code |
2014-03-IBISML |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Simultaneous prediction of multiple physical properties using multi-task learning |
Sub Title (in English) |
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First-principles calculation |
Keyword(2) |
Physical property prediction |
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Multi-task learning |
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1st Author's Name |
Tomoaki Iwase |
1st Author's Affiliation |
The University of Tokyo (Univ. of Tokyo) |
2nd Author's Name |
Atsuto Seko |
2nd Author's Affiliation |
Kyoto University (Kyoto Univ.) |
3rd Author's Name |
Hisashi Kashima |
3rd Author's Affiliation |
The University of Tokyo (Univ. of Tokyo) |
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Speaker |
Author-1 |
Date Time |
2014-03-06 13:25:00 |
Presentation Time |
25 minutes |
Registration for |
IBISML |
Paper # |
IBISML2013-68 |
Volume (vol) |
vol.113 |
Number (no) |
no.476 |
Page |
pp.9-13 |
#Pages |
5 |
Date of Issue |
2014-02-27 (IBISML) |