| Presentation | 2023-03-17 [Encouragement Talk] Evaluating Impact of Users' sojourn time on Learning Performance in Spot-Based Federated Learning Shota Ono, Taku Yamazaki, Takumi Miyoshi, Akihito Taya, Yuuki Nishiyama, Kaoru Sezaki, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In federated learning (FL), each update of the model generates communication, which increases the traffic on the mobile network. Therefore, we propose a spot-based FL method in which the learning process takes place through device-to-device communication among only users present in a particular spot. Although, this method can learn data suitable for a specific spot and provide the service, the number of users in the spot changes as users move around. In this paper, the impact of the users' sojourn time on the learning was evaluated through implementation experiments. The obtained results show that user's departure from the spot tends to degrade learning performance. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Federated learning / Spot / Location information |
| Paper # | ICM2022-56 |
| Date of Issue | 2023-03-09 (ICM) |
| Conference Information | |
| Committee | ICM |
|---|---|
| Conference Date | 2023/3/16(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa Prefectural Museum and Art Museum |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yuji Nomura(Fujitsu) |
| Vice Chair | Yu Miyoshi(NTT) / Eiji Takahashi(NEC) |
| Secretary | Yu Miyoshi(NTT) / Eiji Takahashi(Fujitsu) |
| Assistant | Ryo Yamamoto(Univ. of Electro-Comm) |
| Paper Information | |
| Registration To | Technical Committee on Information and Communication Management |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Encouragement Talk] Evaluating Impact of Users' sojourn time on Learning Performance in Spot-Based Federated Learning |
| Sub Title (in English) | |
| Keyword(1) | Federated learning |
| Keyword(2) | Spot |
| Keyword(3) | Location information |
| 1st Author's Name | Shota Ono |
| 1st Author's Affiliation | The University of Tokyo(Univ. of Tokyo) |
| 2nd Author's Name | Taku Yamazaki |
| 2nd Author's Affiliation | Shibaura Institute of Technology(Shibaura Inst. of Tech.) |
| 3rd Author's Name | Takumi Miyoshi |
| 3rd Author's Affiliation | Shibaura Institute of Technology(Shibaura Inst. of Tech.) |
| 4th Author's Name | Akihito Taya |
| 4th Author's Affiliation | The University of Tokyo(Univ. of Tokyo) |
| 5th Author's Name | Yuuki Nishiyama |
| 5th Author's Affiliation | The University of Tokyo(Univ. of Tokyo) |
| 6th Author's Name | Kaoru Sezaki |
| 6th Author's Affiliation | The University of Tokyo(Univ. of Tokyo) |
| Date | 2023-03-17 |
| Paper # | ICM2022-56 |
| Volume (vol) | vol.122 |
| Number (no) | ICM-442 |
| Page | pp.pp.80-83(ICM), |
| #Pages | 4 |
| Date of Issue | 2023-03-09 (ICM) |