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| Presentation | 2017-11-15 13:50 Machine Learning Approach for Phishing Detection in SDN Networking Yu-Hung Chen, Jiun-Yu Yang, Po-Chun Hou, Jiann-Liang Chen (National Taiwan University of Science & Technology)  IA2017-30 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | People have become increasingly dependent on information technology since the emergence of the Internet. Therefore, many hackers engage in financial crimes and computer attacks through the Internet. The existing attack modes include a combination of Trojans, Botnet, social engineering, and email phishing technology. In recent years, the rise of numerous phishing attacks has led to great money loss on the part of people deceived by phishing attacks. In general, phishing websites have a short lifetime, and the attack technique is relatively more complex, thus drawing information security concern. In this study, the software-defined infrastructure was adopted to deploy a platform where automated phishing website risk analysis, assessment, and strategic executions and operations were conducted. During the experimentation period, 25,000 phishing websites were obtained using Common Crawl, and 25,000 illegal websites were obtained from Phishing Tank. Machine learning was conjunctively used in this study to complete the research and development of the phishing website learning model creation, risk analysis, hazard assessment, and other mechanisms. Software-defined networking was subsequently used to carry out strategic execution targeting hazardous messages in order to ensure a high degree of overall network environment security. The experimental results show that the training model in this study reaches an accuracy of 96.97%. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Phishing detection / Software-Defined Networking / Extreme Learning Machine / Ensemble Learning / Feature engineering / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 117, no. 299, IA2017-30, pp. 1-6, Nov. 2017. | |
| Paper # | IA2017-30 | |
| Date of Issue | 2017-11-08 (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) | |
| Download PDF | IA2017-30 |
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| Conference Information | |
| Committee | IA |
| Conference Date | 2017-11-15 - 2017-11-16 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | KMITL, Bangkok, Thailand |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | IA2017 - Workshop on Internet Architecture and Applications 2017 |
| Paper Information | |
| Registration To | IA |
| Conference Code | 2017-11-IA |
| Language | English |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Machine Learning Approach for Phishing Detection in SDN Networking |
| Sub Title (in English) | |
| Keyword(1) | Phishing detection |
| Keyword(2) | Software-Defined Networking |
| Keyword(3) | Extreme Learning Machine |
| Keyword(4) | Ensemble Learning |
| Keyword(5) | Feature engineering |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Yu-Hung Chen |
| 1st Author's Affiliation | National Taiwan University of Science & Technology (National Taiwan University of Science & Technology) |
| 2nd Author's Name | Jiun-Yu Yang |
| 2nd Author's Affiliation | National Taiwan University of Science & Technology (National Taiwan University of Science & Technology) |
| 3rd Author's Name | Po-Chun Hou |
| 3rd Author's Affiliation | National Taiwan University of Science & Technology (National Taiwan University of Science & Technology) |
| 4th Author's Name | Jiann-Liang Chen |
| 4th Author's Affiliation | National Taiwan University of Science & Technology (National Taiwan University of Science & Technology) |
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| Speaker | Author-1 |
| Date Time | 2017-11-15 13:50:00 |
| Presentation Time | 25 minutes |
| Registration for | IA |
| Paper # | IA2017-30 |
| Volume (vol) | vol.117 |
| Number (no) | no.299 |
| Page | pp.1-6 |
| #Pages | 6 |
| Date of Issue | 2017-11-08 (IA) |
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