signBEER: Decentralized Optimization with Improved Communication by Signs
Lecture Notes in Networks and Systems (LNNS,volume 882); The 13th Conference on Information Technology and Its Applications (CITA 2024) ; pp: 16-27.
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Springer Nature
2024
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oai:elib.vku.udn.vn:123456789-42652024-12-06T04:00:36Z signBEER: Decentralized Optimization with Improved Communication by Signs Le, Trieu Phong Tran, Thi Phuong Fukushima, Kazuhide signBEER Communication by Signs Lecture Notes in Networks and Systems (LNNS,volume 882); The 13th Conference on Information Technology and Its Applications (CITA 2024) ; pp: 16-27. This paper presents signBEER, an algorithm designed to enhance communication efficiency within the BEER algorithm framework (Zhao et al., NeurIPS 2022). In contrast to the preceding BEER algorithm, signBEER utilizes communication vectors composed exclusively of signs. Our findings reveal that signBEER outperforms the original BEER algorithm, resulting in enhancements in communication efficiency. The realized cost savings with signBEER are higher than those achieved with the traditional BEER algorithm. Furthermore, signBEER exhibits greater resilience against communication errors compared to BEER, attributed to its reliance on signs. Our proposed algorithm, signBEER, shows particular promise in scenarios with constrained bandwidth, privacy enhancement requirements, or error-prone communication, such as in IoT environments. 2024-12-03T08:39:09Z 2024-12-03T08:39:09Z 2024-11 Working Paper https://elib.vku.udn.vn/handle/123456789/4265 https://doi.org/10.1007/978-3-031-74127-2_2 en application/pdf Springer Nature |
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Trường Đại học Công nghệ Thông tin và Truyền thông Việt Hàn - Đại học Đà Nẵng |
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| language |
English |
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signBEER Communication by Signs |
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signBEER Communication by Signs Le, Trieu Phong Tran, Thi Phuong Fukushima, Kazuhide signBEER: Decentralized Optimization with Improved Communication by Signs |
| description |
Lecture Notes in Networks and Systems (LNNS,volume 882); The 13th Conference on Information Technology and Its Applications (CITA 2024) ; pp: 16-27. |
| format |
Working Paper |
| author |
Le, Trieu Phong Tran, Thi Phuong Fukushima, Kazuhide |
| author_facet |
Le, Trieu Phong Tran, Thi Phuong Fukushima, Kazuhide |
| author_sort |
Le, Trieu Phong |
| title |
signBEER: Decentralized Optimization with Improved Communication by Signs |
| title_short |
signBEER: Decentralized Optimization with Improved Communication by Signs |
| title_full |
signBEER: Decentralized Optimization with Improved Communication by Signs |
| title_fullStr |
signBEER: Decentralized Optimization with Improved Communication by Signs |
| title_full_unstemmed |
signBEER: Decentralized Optimization with Improved Communication by Signs |
| title_sort |
signbeer: decentralized optimization with improved communication by signs |
| publisher |
Springer Nature |
| publishDate |
2024 |
| url |
https://elib.vku.udn.vn/handle/123456789/4265 https://doi.org/10.1007/978-3-031-74127-2_2 |
| _version_ |
1849197238692085760 |