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) |
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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) |
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Topics (in Japanese) |
(See Japanese page) |
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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) |
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Keyword(1) |
Cost-sensitive learning |
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robustness |
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Bayesian decision theory |
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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 |
2 |
Date of Issue |
2013-08-26 (PRMU, IBISML) |
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