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Paper Abstract and Keywords
Presentation 2013-09-02 13:00
[Invited Talk] Topics on the Cost in Machine Learning
Shotaro Akaho (AIST) PRMU2013-40 IBISML2013-20
Abstract (in Japanese) (See Japanese page) 
(in English) Most machine learning algorithms minimize some cost functions, therefore
the cost is a general target of research.
Bayesian decision theory, which is a fundamental framework for cost,
assumes the probabilities and cost values are known.
However, they are unknown in practical situations, hence machine
learning techniques are necessary to solve the problems.
In this talk, several interesting research topics on the cost are
presented including
privacy preservation and fairness-aware learning that have recently
attracted much attention.
Keyword (in Japanese) (See Japanese page) 
(in English) Cost-sensitive learning / robustness / Bayesian decision theory / ROC analysis / inverse reinforcement learning / / /  
Reference Info. IEICE Tech. Rep., vol. 113, no. 197, IBISML2013-20, pp. 47-48, Sept. 2013.
Paper # IBISML2013-20 
Date of Issue 2013-08-26 (PRMU, 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)
Download PDF PRMU2013-40 IBISML2013-20

Conference Information
Committee PRMU IBISML IPSJ-CVIM  
Conference Date 2013-09-02 - 2013-09-03 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To IBISML 
Conference Code 2013-09-PRMU-IBISML-CVIM 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Topics on the Cost in Machine Learning 
Sub Title (in English)  
Keyword(1) Cost-sensitive learning  
Keyword(2) robustness  
Keyword(3) Bayesian decision theory  
Keyword(4) ROC analysis  
Keyword(5) inverse reinforcement learning  
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1st Author's Name Shotaro Akaho  
1st Author's Affiliation The National Institute of Advanced Industrial Science and Technology (AIST)
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Speaker Author-1 
Date Time 2013-09-02 13:00:00 
Presentation Time 60 minutes 
Registration for IBISML 
Paper # PRMU2013-40, IBISML2013-20 
Volume (vol) vol.113 
Number (no) no.196(PRMU), no.197(IBISML) 
Page pp.47-48 
#Pages
Date of Issue 2013-08-26 (PRMU, IBISML) 


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