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| Paper Abstract and Keywords | ||
| Presentation | 2020-05-15 11:10 Prediction of Hyper Giants in AS topology using machine learning Takuro Kudo, Michiko Harayama (Gifu Univ.)  NS2020-14 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | For decades, the Internet penetration rate in the world is increasing rapidly. On behave of this, the structure of AS topology has been getting complicated. Our laboratory has been studied the analysis of AS topology and the index to measure the influence of Hyper Giants. In previous studies, analysis was performed focusing on the ratio of P2C connections and P2P connections for Tier1 to Tier3. From these analysis results, it would be possible to predict Hyper Giants using machine learning of the feature values of AS. In this study, we predict unknown Hyper Giants using machine learning methods based on the features of AS in the AS topology. As a result of the prediction, we could extract ASes of huge content distribution networks and of video distribution services. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | AS topology / Hyper Giants / Machine learning / Random Forest / Prediction / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 120, no. 19, NS2020-14, pp. 39-44, May 2020. | |
| Paper # | NS2020-14 | |
| Date of Issue | 2020-05-07 (NS) | |
| 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) | |
| Download PDF | NS2020-14 |
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| Conference Information | |
| Committee | NS |
| Conference Date | 2020-05-14 - 2020-05-15 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | High level protocol, Networking technologies (IP and high-layer routing/filtering, Multicast, Quality/Routing control), IP network application technologies (P2P, P4P, Overlay, SIP, NGN), Network system related technologies (System configuration, Interface, Architecture, Hardware/Software/Middleware), Security, Blockchain etc. |
| Paper Information | |
| Registration To | NS |
| Conference Code | 2020-05-NS |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Prediction of Hyper Giants in AS topology using machine learning |
| Sub Title (in English) | |
| Keyword(1) | AS topology |
| Keyword(2) | Hyper Giants |
| Keyword(3) | Machine learning |
| Keyword(4) | Random Forest |
| Keyword(5) | Prediction |
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| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Takuro Kudo |
| 1st Author's Affiliation | Gifu University Graduate School (Gifu Univ.) |
| 2nd Author's Name | Michiko Harayama |
| 2nd Author's Affiliation | Gifu University (Gifu Univ.) |
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| Speaker | Author-1 |
| Date Time | 2020-05-15 11:10:00 |
| Presentation Time | 25 minutes |
| Registration for | NS |
| Paper # | NS2020-14 |
| Volume (vol) | vol.120 |
| Number (no) | no.19 |
| Page | pp.39-44 |
| #Pages | 6 |
| Date of Issue | 2020-05-07 (NS) |
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