| Presentation | 2022-11-18 An ML-Model Transfer Algorithm with Forward Error Correction for Wireless Ad Hoc Federated Learning Kentaro Nagaya, Hideya Ochiai, Hiroshi Esaki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Most studies of Wireless Ad-Hoc Federated Learning(WAFL) are done in simulations, and few have focused on its feasibility and tried to implement its algorithm. In this study, we first propose and implement model transfer algorithm of WAFL. After that, we install the program to micro computers and perform a field experiment. The result of the experiment is then processed to multiple contact patterns of nodes by varying a model restoring threshold. From the result of WAFL simulations done by using the actual contact patterns acquired from the experiment, we aim to analyze the effectiveness of Forward Error Correction on WAFL. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Federated Learning / Wireless Ad-Hoc Federated Learning / Wireless Ad-Hoc Network |
| Paper # | CAS2022-52,MSS2022-35 |
| Date of Issue | 2022-11-10 (CAS, MSS) |
| Conference Information | |
| Committee | CAS / MSS / IPSJ-AL |
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| Conference Date | 2022/11/17(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yoshinobu Maeda(Niigata Univ.) / Atsuo Ozaki(Osaka Inst. of Tech.) / 全 眞嬉(東北大学) |
| Vice Chair | Yasutoshi Aibara(OmniVision) / Shingo Yamaguchi(Yamaguchi Univ.) |
| Secretary | Yasutoshi Aibara(NIT, Toyama college) / Shingo Yamaguchi(Renesas Electronics) / (Hokkaido Univ.) |
| Assistant | Takahide Sato(Univ. of Yamanashi) / Motoi Yamaguchi(TECHNOPRO) / Shinji Shimoda(Sony Semiconductor Solutions) / Shunsuke Koshita(Hachinohe Inst. of Tech.) / Masato Shirai(Shimane Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Circuits and Systems / Technical Committee on Mathematical Systems Science and its Applications / Special Interest Group on Algorithms |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An ML-Model Transfer Algorithm with Forward Error Correction for Wireless Ad Hoc Federated Learning |
| Sub Title (in English) | |
| Keyword(1) | Federated Learning |
| Keyword(2) | Wireless Ad-Hoc Federated Learning |
| Keyword(3) | Wireless Ad-Hoc Network |
| 1st Author's Name | Kentaro Nagaya |
| 1st Author's Affiliation | The University of Tokyo(Univ. Tokyo) |
| 2nd Author's Name | Hideya Ochiai |
| 2nd Author's Affiliation | The University of Tokyo(Univ. Tokyo) |
| 3rd Author's Name | Hiroshi Esaki |
| 3rd Author's Affiliation | The University of Tokyo(Univ. Tokyo) |
| Date | 2022-11-18 |
| Paper # | CAS2022-52,MSS2022-35 |
| Volume (vol) | vol.122 |
| Number (no) | CAS-253,MSS-254 |
| Page | pp.pp.71-74(CAS), pp.71-74(MSS), |
| #Pages | 4 |
| Date of Issue | 2022-11-10 (CAS, MSS) |