Paper Abstract and Keywords |
Presentation |
2022-03-09 13:30
Is the Performance of My Deep Network Too Good to Be True?
-- A Direct Approach to Estimating the Bayes Error in Binary Classification -- Takashi Ishida (UTokyo), Ikko Yamane (Université Paris Dauphine-PSL/RIKEN), Nontawat Charoenphakdee (UTokyo), Gang Niu (RIKEN), Masashi Sugiyama (RIKEN/UTokyo) IBISML2021-44 |
Abstract |
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Reference Info. |
IEICE Tech. Rep., vol. 121, no. 419, IBISML2021-44, pp. 38-45, March 2022. |
Paper # |
IBISML2021-44 |
Date of Issue |
2022-03-01 (IBISML) |
ISSN |
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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IBISML2021-44 |
Conference Information |
Committee |
IBISML |
Conference Date |
2022-03-08 - 2022-03-09 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Machine Learning, etc. |
Paper Information |
Registration To |
IBISML |
Conference Code |
2022-03-IBISML |
Language |
English |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Is the Performance of My Deep Network Too Good to Be True? |
Sub Title (in English) |
A Direct Approach to Estimating the Bayes Error in Binary Classification |
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1st Author's Name |
Takashi Ishida |
1st Author's Affiliation |
The University of Tokyo (UTokyo) |
2nd Author's Name |
Ikko Yamane |
2nd Author's Affiliation |
Université Paris Dauphine-PSL/RIKEN AIP (Université Paris Dauphine-PSL/RIKEN) |
3rd Author's Name |
Nontawat Charoenphakdee |
3rd Author's Affiliation |
The University of Tokyo (UTokyo) |
4th Author's Name |
Gang Niu |
4th Author's Affiliation |
RIKEN AIP (RIKEN) |
5th Author's Name |
Masashi Sugiyama |
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RIKEN AIP/The University of Tokyo (RIKEN/UTokyo) |
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Speaker |
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Date Time |
2022-03-09 13:30:00 |
Presentation Time |
25 minutes |
Registration for |
IBISML |
Paper # |
IBISML2021-44 |
Volume (vol) |
vol.121 |
Number (no) |
no.419 |
Page |
pp.38-45 |
#Pages |
8 |
Date of Issue |
2022-03-01 (IBISML) |
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