| Paper Abstract and Keywords |
| Presentation |
2017-06-19 11:40
An Implementation Method of Reconfigurable Network Intrusion Detection Systems Based on Random Forests Binbin Xue, Shinobu Nagayama, Masato Inagi, Shin'ichi Wakabayashi (Hiroshima City Univ.) CAS2017-7 VLD2017-10 SIP2017-31 MSS2017-7 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this paper, we propose an implementation method of reconfigurable network intrusion detection system based on random forest. Our
target NIDSs are based on random forests, and detect suspicious packets by checking incoming packets
against statistical data of past intrusions using random forests. Since the statistical data is updated
frequently, a programmable architecture is required.
In our proposal, random forests are converted into
VEVBDDs, and they are implemented by a memory-
based architecture. The proposed programmable architecture can update the data quickly by just rewriting contents of memories. FPGA implementation results show that the proposed architecture requires up
to about 38% smaller memory size and 36% shorter
delay time, compared to the straightforward implementation of random forests. Compared to a software
implementation, the proposed architecture achieves up
to 25 times higher throughput. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Random Forests / Reconfigurable / Network Intrusion Detection / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 117, no. 97, VLD2017-10, pp. 37-42, June 2017. |
| Paper # |
VLD2017-10 |
| Date of Issue |
2017-06-12 (CAS, VLD, SIP, MSS) |
| 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 |
CAS2017-7 VLD2017-10 SIP2017-31 MSS2017-7 |
| Conference Information |
| Committee |
SIP CAS MSS VLD |
| Conference Date |
2017-06-19 - 2017-06-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Niigata University, Ikarashi Campus |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
VLD |
| Conference Code |
2017-06-SIP-CAS-MSS-VLD |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
An Implementation Method of Reconfigurable Network Intrusion Detection Systems Based on Random Forests |
| Sub Title (in English) |
|
| Keyword(1) |
Random Forests |
| Keyword(2) |
Reconfigurable |
| Keyword(3) |
Network Intrusion Detection |
| Keyword(4) |
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| Keyword(5) |
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| 1st Author's Name |
Binbin Xue |
| 1st Author's Affiliation |
Hiroshima City University (Hiroshima City Univ.) |
| 2nd Author's Name |
Shinobu Nagayama |
| 2nd Author's Affiliation |
Hiroshima City University (Hiroshima City Univ.) |
| 3rd Author's Name |
Masato Inagi |
| 3rd Author's Affiliation |
Hiroshima City University (Hiroshima City Univ.) |
| 4th Author's Name |
Shin'ichi Wakabayashi |
| 4th Author's Affiliation |
Hiroshima City University (Hiroshima City Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2017-06-19 11:40:00 |
| Presentation Time |
20 minutes |
| Registration for |
VLD |
| Paper # |
CAS2017-7, VLD2017-10, SIP2017-31, MSS2017-7 |
| Volume (vol) |
vol.117 |
| Number (no) |
no.96(CAS), no.97(VLD), no.98(SIP), no.99(MSS) |
| Page |
pp.37-42 |
| #Pages |
6 |
| Date of Issue |
2017-06-12 (CAS, VLD, SIP, MSS) |