| Presentation | 2020-05-15 Prediction of Hyper Giants in AS topology using machine learning Takuro Kudo, Michiko Harayama, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | AS topology / Hyper Giants / Machine learning / Random Forest / Prediction |
| Paper # | NS2020-14 |
| Date of Issue | 2020-05-07 (NS) |
| Conference Information | |
| Committee | NS |
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| Conference Date | 2020/5/14(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Doshisha University |
| 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. |
| Chair | Yoshikatsu Okazaki(NTT) |
| Vice Chair | Akihiro Nakao(Univ. of Tokyo) |
| Secretary | Akihiro Nakao(Osaka Pref Univ.) |
| Assistant | Shinya Kawano(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Network Systems |
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| Language | JPN |
| 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 |
| 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.) |
| Date | 2020-05-15 |
| Paper # | NS2020-14 |
| Volume (vol) | vol.120 |
| Number (no) | NS-19 |
| Page | pp.pp.39-44(NS), |
| #Pages | 6 |
| Date of Issue | 2020-05-07 (NS) |