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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Hoofdauteurs: Le, Trieu Phong, Tran, Thi Phuong, Fukushima, Kazuhide
Formaat: Bài viết
Taal:English
Gepubliceerd in: Springer Nature 2024
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Online toegang:https://elib.vku.udn.vn/handle/123456789/4265
https://doi.org/10.1007/978-3-031-74127-2_2
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spelling 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
institution Trường Đại học Công nghệ Thông tin và Truyền thông Việt Hàn - Đại học Đà Nẵng
collection DSpace
language English
topic signBEER
Communication by Signs
spellingShingle 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
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