| Presentation | 2023-03-02 Video Metrics Prediction Method Using Packet Timeseries Features for Video Streaming Services Junki Oura, Akihiro Wada, Masatoshi Ogawa, Jun Kakuta, Kaoru Yokoo, Teruhisa Ninomiya, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Recently, a lot of network traffic is generated from video streaming services. In video streaming services, encode quality and loading time are important factors for quality of user experience. To provide better environment to users who watching streamed videos, it is important to know users’ quality of experience and to maintain good network health. In this paper, we propose video metrics prediction method by using timeseries features of encrypted packets flow. The experimental evaluation showed that our proposed method achieved good performance than conventional method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Adaptive Bitrate / Timeseries Features / LSTM |
| Paper # | NS2022-173 |
| Date of Issue | 2023-02-23 (NS) |
| Conference Information | |
| Committee | IN / NS |
|---|---|
| Conference Date | 2023/3/2(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa Convention Centre + Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | General |
| Chair | Kunio Hato(Internet Multifeed) / Tetsuya Oishi(NTT) |
| Vice Chair | Tsutomu Murase(Nagoya Univ.) / Takumi Miyoshi(Shibaura Insti of Tech.) |
| Secretary | Tsutomu Murase(KDDI Research) / Takumi Miyoshi(Nagaoka Univ. of Tech.) |
| Assistant | / Kotaro Mihara(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Information Networks / Technical Committee on Network Systems |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Video Metrics Prediction Method Using Packet Timeseries Features for Video Streaming Services |
| Sub Title (in English) | |
| Keyword(1) | Adaptive Bitrate |
| Keyword(2) | Timeseries Features |
| Keyword(3) | LSTM |
| 1st Author's Name | Junki Oura |
| 1st Author's Affiliation | Fujitsu Limited(Fujitsu) |
| 2nd Author's Name | Akihiro Wada |
| 2nd Author's Affiliation | Fujitsu Limited(Fujitsu) |
| 3rd Author's Name | Masatoshi Ogawa |
| 3rd Author's Affiliation | Fujitsu Limited(Fujitsu) |
| 4th Author's Name | Jun Kakuta |
| 4th Author's Affiliation | Fujitsu Limited(Fujitsu) |
| 5th Author's Name | Kaoru Yokoo |
| 5th Author's Affiliation | Fujitsu Limited(Fujitsu) |
| 6th Author's Name | Teruhisa Ninomiya |
| 6th Author's Affiliation | Fujitsu Limited(Fujitsu) |
| Date | 2023-03-02 |
| Paper # | NS2022-173 |
| Volume (vol) | vol.122 |
| Number (no) | NS-406 |
| Page | pp.pp.37-42(NS), |
| #Pages | 6 |
| Date of Issue | 2023-02-23 (NS) |