| Paper Abstract and Keywords |
| Presentation |
2019-02-20 16:00
[Invited Talk]
Anomaly Detection for Smart Home Based on User Behavior
-- ICCE2019 Report --
Masaaki Yamauchi, Yuichi Ohsita, Masayuki Murata (Osaka Univ.), Kensuke Ueda, Yoshiaki Kato (Mitsubishi Electric) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
The operations of home IoT devices by attackers can cause serious problems.
However, such attacks are difficult to detect.
In this paper, we propose a method to detect such attacks based on user behavior.
We model user behavior as a sequence of events.
Our method learns sequences of events for each one of a predefined set of conditions and detects attacks by comparing the sequences of the events including the current operation with the learned sequences.
We evaluate our method by using data collected by monitoring the behavior of four users.
Based on the results of this evaluation, we demonstrate the accuracy of our method and discuss the limitations of our method. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Anomaly Detection / IoT / Security / Smart Home / Behavior Pattern / Operation by Attackers / / |
| Reference Info. |
ITE Tech. Rep., vol. 43, no. 5, ME2019-46, pp. 249-254, Feb. 2019. |
| Paper # |
ME2019-46 |
| Date of Issue |
2019-02-12 (MMS, HI, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
ME IEICE-IE IEICE-ITS MMS HI AIT |
| Conference Date |
2019-02-19 - 2019-02-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Image Processing, etc. |
| Paper Information |
| Registration To |
ME |
| Conference Code |
2019-02-ME-IE-ITS-MMS-HI-AIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Anomaly Detection for Smart Home Based on User Behavior |
| Sub Title (in English) |
ICCE2019 Report |
| Keyword(1) |
Anomaly Detection |
| Keyword(2) |
IoT |
| Keyword(3) |
Security |
| Keyword(4) |
Smart Home |
| Keyword(5) |
Behavior Pattern |
| Keyword(6) |
Operation by Attackers |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Masaaki Yamauchi |
| 1st Author's Affiliation |
Osaka University (Osaka Univ.) |
| 2nd Author's Name |
Yuichi Ohsita |
| 2nd Author's Affiliation |
Osaka University (Osaka Univ.) |
| 3rd Author's Name |
Masayuki Murata |
| 3rd Author's Affiliation |
Osaka University (Osaka Univ.) |
| 4th Author's Name |
Kensuke Ueda |
| 4th Author's Affiliation |
Mitsubishi Electric Corporation (Mitsubishi Electric) |
| 5th Author's Name |
Yoshiaki Kato |
| 5th Author's Affiliation |
Mitsubishi Electric Corporation (Mitsubishi Electric) |
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| Speaker |
Author-1 |
| Date Time |
2019-02-20 16:00:00 |
| Presentation Time |
15 minutes |
| Registration for |
ME |
| Paper # |
MMS2019-24, HI2019-24, ME2019-46, AIT2019-24 |
| Volume (vol) |
vol.43 |
| Number (no) |
no.5 |
| Page |
pp.249-254 |
| #Pages |
6 |
| Date of Issue |
2019-02-12 (MMS, HI, ME, AIT) |
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