Paper Abstract and Keywords |
Presentation |
2016-12-15 15:20
An Analysis of Network Traffic Features with Autoencoder Akira Sonobe (UTokyo), Kensuke Fukuda (NII), Hiroshi Esaki (UTokyo) IA2016-67 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
For anomaly detection in network traffic, it is needed to select effective features of network traffic. In this presentation, we discuss a method for extracting the features with autoencoder which is one of neural networks. We also evaluate this method with traffic time series, compared to principal component analysis. We finally discuss different approaches to reduce dimension and extract features. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Autoencoder / PCA / Internet traffic / Feature extraction / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 116, no. 362, IA2016-67, pp. 23-28, Dec. 2016. |
Paper # |
IA2016-67 |
Date of Issue |
2016-12-08 (IA) |
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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IA2016-67 |
Conference Information |
Committee |
IA IN |
Conference Date |
2016-12-15 - 2016-12-16 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Hiroshima city university |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Performance Analysis and Simulation, Robustness, Traffic and Throughput Measurement, Quality of Service (QoS) Control, Congestion Control, Overlay Network/P2P, IPv6, Multicast, Routing, DDoS, etc. |
Paper Information |
Registration To |
IA |
Conference Code |
2016-12-IA-IN |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
An Analysis of Network Traffic Features with Autoencoder |
Sub Title (in English) |
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Keyword(1) |
Autoencoder |
Keyword(2) |
PCA |
Keyword(3) |
Internet traffic |
Keyword(4) |
Feature extraction |
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1st Author's Name |
Akira Sonobe |
1st Author's Affiliation |
The University of Tokyo (UTokyo) |
2nd Author's Name |
Kensuke Fukuda |
2nd Author's Affiliation |
National Institute of Informatics (NII) |
3rd Author's Name |
Hiroshi Esaki |
3rd Author's Affiliation |
The University of Tokyo (UTokyo) |
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Speaker |
Author-1 |
Date Time |
2016-12-15 15:20:00 |
Presentation Time |
25 minutes |
Registration for |
IA |
Paper # |
IA2016-67 |
Volume (vol) |
vol.116 |
Number (no) |
no.362 |
Page |
pp.23-28 |
#Pages |
6 |
Date of Issue |
2016-12-08 (IA) |
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