| Presentation | 2023-01-19 A Time Series Analysis of Queueing Systems by Using Machine Learning Tomoyasu Kudo, Takashi Okuda, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The digital transformation's (DX) market has been expanding rapidly in recent years, and data processing systems that analyze time-series events are important to realize DX. Transient performance evaluation of queueing systems is useful for designing data processing systems. Theoretical analysis is a method to evaluate transient performance, but it is difficult to obtain a solution due to the difficulty of identifying the distribution, arrival rate, and processing rate, as well as the complexity of the theory. In this study, we use machine learning to evaluate the transient performance of queueing systems (M/G/1 and GI/M/1 systems) and analyze time series of events. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Queueing Systems / Machine Learning / Time Series Analysis |
| Paper # | IN2022-54 |
| Date of Issue | 2023-01-12 (IN) |
| Conference Information | |
| Committee | IN |
|---|---|
| Conference Date | 2023/1/19(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Aichi Industry & Labor Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Contents Distribution, Social Networking Services, Data Analytics and Processing Platform, Big data, etc. |
| Chair | Kunio Hato(Internet Multifeed) |
| Vice Chair | Tsutomu Murase(Nagoya Univ.) |
| Secretary | Tsutomu Murase(KDDI Research) |
| Assistant | |
| Paper Information | |
| Registration To | Technical Committee on Information Networks |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Time Series Analysis of Queueing Systems by Using Machine Learning |
| Sub Title (in English) | |
| Keyword(1) | Queueing Systems |
| Keyword(2) | Machine Learning |
| Keyword(3) | Time Series Analysis |
| 1st Author's Name | Tomoyasu Kudo |
| 1st Author's Affiliation | Aichi Prefectural University(Aichi Prefectural Univ.) |
| 2nd Author's Name | Takashi Okuda |
| 2nd Author's Affiliation | Aichi Prefectural University(Aichi Prefectural Univ.) |
| Date | 2023-01-19 |
| Paper # | IN2022-54 |
| Volume (vol) | vol.122 |
| Number (no) | IN-342 |
| Page | pp.pp.13-18(IN), |
| #Pages | 6 |
| Date of Issue | 2023-01-12 (IN) |