Paper Abstract and Keywords |
Presentation |
2022-01-27 15:25
[Invited Talk]
Cyber Security with Human-in-the-Loop Machine Learning Masato Uchida (Waseda Univ.) ICM2021-38 LOIS2021-36 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
There have been many studies on methods to detect various malicious activities in cyberspace using machine learning models. These machine learning models are developed and used by humans. Therefore, human participation should be a prerequisite when considering cyber security using machine learning. In this talk, we will introduce methods to reduce human effort in labeling training data required for training machine learning models and in verifying inference results by machine learning models. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Human-in-the-Loop Machine Learning / Active Learning / Packet Sampling / Explainable AI / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 354, ICM2021-38, pp. 31-33, Jan. 2022. |
Paper # |
ICM2021-38 |
Date of Issue |
2022-01-20 (ICM, LOIS) |
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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ICM2021-38 LOIS2021-36 |
Conference Information |
Committee |
LOIS ICM |
Conference Date |
2022-01-27 - 2022-01-28 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Practical Use of Lifelog, Office Information System, Business Management, etc. |
Paper Information |
Registration To |
ICM |
Conference Code |
2022-01-LOIS-ICM |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Cyber Security with Human-in-the-Loop Machine Learning |
Sub Title (in English) |
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Human-in-the-Loop Machine Learning |
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Active Learning |
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Packet Sampling |
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Explainable AI |
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1st Author's Name |
Masato Uchida |
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Waseda University (Waseda Univ.) |
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Speaker |
Author-1 |
Date Time |
2022-01-27 15:25:00 |
Presentation Time |
45 minutes |
Registration for |
ICM |
Paper # |
ICM2021-38, LOIS2021-36 |
Volume (vol) |
vol.121 |
Number (no) |
no.354(ICM), no.355(LOIS) |
Page |
pp.31-33 |
#Pages |
3 |
Date of Issue |
2022-01-20 (ICM, LOIS) |
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