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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
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. (No. 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF 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)  
Keyword(1) First-principles calculation  
Keyword(2) Physical property prediction  
Keyword(3) Multi-task learning  
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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Date Time 2014-03-06 13:25:00 
Presentation Time 25 
Registration for IBISML 
Paper # IEICE-IBISML2013-68 
Volume (vol) IEICE-113 
Number (no) no.476 
Page pp.9-13 
#Pages IEICE-5 
Date of Issue IEICE-IBISML-2014-02-27 

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