Presentation | 2018-11-15 Identification of Video Hosting Sites by Encrypted Traffic Analysis Considering Multi-Flow Transmission Tomoki Ito, Anan Sawabe, Takanori Iwai, Kozo Satoda, Tutomu Murase, |
---|---|
PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In recent years, requirement of network application users have advanced from the improvement of QoS (Quality of Service), i.e., throughput, to the improvement of QoE (Quality of Experience) indicating the quality of applications. Along with the rapid growth of video hosting services, communication control according to video hosting sites is important in order to improve the QoE of the users watching videos. However, along with the rapid increase in encrypted traffic, communication control based on analysis by the DPI (Deep Packet Inspection) is becoming difficult. In this paper, we propose two features for identification of video hosting sites considering that the number of flows of communication traffic for video distribution is multiple. The first feature is a set of data transfer characteristics of servers that distributes the video, and the second feature is a set of parallel transfer characteristics of attached contents such as advertisements except videos. We found that compared with the identification accuracy rate of 85.9% in the case of using the feature calculated from the conventional single flow, by using the first feature, the identification accuracy rate improved to 89.5%. Furthermore, we revealed that by additionally using the second feature, the identification accuracy rate improved to 92.0%. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Identification of video hosting sites / Machine learning / Traffic analysis / Encrypted traffic |
Paper # | MoNA2018-24,CNR2018-21 |
Date of Issue | 2018-11-08 (MoNA, CNR) |
Conference Information | |
Committee | MoNA / IN / CNR |
---|---|
Conference Date | 2018/11/15(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Karatsu Civic Exchange Plaza |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | M2M, IoT, Self Organization, Autonomous Distributed Control, Car Area Network, Car-Car network, Car-Road Network, ITS, Big Data Analysis, Cyber Physical System (CPS), Mobile Virtualization, Mobile Application, Cloud Robotics Service, etc. |
Chair | Ryoichi Shinkuma(Kyoto Univ.) / Takuji Kishida(NTT-AT) / Tetsuo Ono(Hokkaido Univ.) |
Vice Chair | Shigeaki Tagashira(Kansai Univ.) / Gen Kitagata(Tohoku Univ.) / Kenji Ishida(Hiroshima City Univ.) / Masayuki Kanbara(NAIST) / Kazunori Takashio(Keio Univ.) |
Secretary | Shigeaki Tagashira(Kyushu Univ.) / Gen Kitagata(NEC) / Kenji Ishida(Kyoto Univ.) / Masayuki Kanbara(NTT DOCOMO) / Kazunori Takashio(KDDI Research) |
Assistant | Ken Usui(KDDI Research) / Kenji Kanai(Waseda Univ.) / / Wataru Mito(SECOM) / Yuka Kobayashi(Toshiba) / Tatsuya Ishihara(NTT) |
Paper Information | |
Registration To | Technical Committee on Mobile Network and Applications / Technical Committee on Information Networks / Technical Committee on Cloud Network Robotics |
---|---|
Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Identification of Video Hosting Sites by Encrypted Traffic Analysis Considering Multi-Flow Transmission |
Sub Title (in English) | |
Keyword(1) | Identification of video hosting sites |
Keyword(2) | Machine learning |
Keyword(3) | Traffic analysis |
Keyword(4) | Encrypted traffic |
1st Author's Name | Tomoki Ito |
1st Author's Affiliation | Nagoya University(Nagoya Univ.) |
2nd Author's Name | Anan Sawabe |
2nd Author's Affiliation | System Platform Research Laboratories, NEC Corporation(NEC) |
3rd Author's Name | Takanori Iwai |
3rd Author's Affiliation | System Platform Research Laboratories, NEC Corporation(NEC) |
4th Author's Name | Kozo Satoda |
4th Author's Affiliation | System Platform Research Laboratories, NEC Corporation(NEC) |
5th Author's Name | Tutomu Murase |
5th Author's Affiliation | Nagoya University(Nagoya Univ.) |
Date | 2018-11-15 |
Paper # | MoNA2018-24,CNR2018-21 |
Volume (vol) | vol.118 |
Number (no) | MoNA-305,CNR-306 |
Page | pp.pp.13-18(MoNA), pp.19-24(CNR), |
#Pages | 6 |
Date of Issue | 2018-11-08 (MoNA, CNR) |