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Resource management at the network edge for federated learning

Digital Communications and Networks 2024年第3期10卷 765-782页

作者： silvana trindade Luiz F.Bittencourt Nelson L.S.da Fonseca Institute of Computing State University of CampinasCampinasBrazil

Federated learning has been explored as a promising solution for training machine learning models at the network edge,without sharing private user *** limited resources at the edge,new solutions must be developed to leverage the software and hardware resources as the existing solutions did not focus on resource management for network edge,specially for federated *** this paper,we describe the recent work on resource manage-ment at the edge and explore the challenges and future directions to allow the execution of federated learning at the *** such as the discovery of resources,deployment,load balancing,migration,and energy effi-ciency are discussed in the paper.

关键词： Resource management Edge computing Federated learning Machine learning

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Human Seroreactivity to Secreted Molecules of Corynebacterium pseudotuberculosis

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Advances in Microbiology 2022年第3期12卷 150-158页

作者： Ramon Mendes dos Santos Silvânia Maria Andrade Cerqueira Caio Lopez Borge Andrade Gabriel Saldanha Müller Vitória Costa de Menezes Santos Hévlyn Ribeiro de Araújo Samanta Queiroz Rogério Reis Conceição Luiz Gustavo Freitas Oliveira Marcos Borges Ribeiro silvana Marchioro Lilia Ferreira de Moura-Costa Fúlvia Soares Campos de Sousa Maria da Conceição Aquino de Sá José Tadeu Raynal Rocha Filho Soraya Castro trindade Eduardo Martins Netto Roberto Meyer Songelí Menezes Freire Laboratory of Immunology and Molecular Biology of the Health Sciences Institute of the Federal University of Bahia Bahia Brazil Specialized Hospital Otávio Mangabeira Bahia Brazil Microbiology of the Federal University of Bahia Bahia Brazil Laboratory of Infectology of the University Hospital Complex Professor Edgard Santos Salvador Bahia Brazil

Corynebacterium pseudotuberculosis is an infectious agent that occurs in small ruminants causing caseous lymphadenitis, and more rarely in humans causing lymphadenitis and pneumonia. The breeding small ruminants have great economic importance in Brazil. Rural farm workers and veterinary students who acquired this disease suffered from weakening symptoms for weeks, and the identification of the etiological agent was time-consuming and complex. Due to the low prevalence of case records, there is probably no available commercial diagnostic kit for C. pseudotuberculosis infection in humans. This study aimed to describe human seroreactivity to secreted antigens from C. pseudotuberculosis. Reactivity of serum from farm workers (n = 14), individuals who work with the bacillus at laboratory (n = 8) or individuals without contact (n = 25) was tested with secreted proteins from PAT10 strain of C. pseudotuberculosis by Western blotting. Samples of all (100%) farm workers showed reactivity to 31 kDa, 71 kDa and 164 kDa proteins, while laboratory workers showed 87.5%, 62.5 % and 37.5%, and no-contact 20%, 0% and 16%, respectively. All sera recognized the 275 kDa protein. Our data suggest that C. pseudotuberculosis secreted proteins are antigenic in humans and the recognition profiles allowed the identification of individuals with and without prior contact with this bacillus. This is the first paper which describes human reactivity to C. pseudotuberculosis in serum samples of workers in Brazil.

关键词： Human Immunoreactivity Antigenicity Corynebacterium pseudotuberculosis Secreted Proteins Western Blot

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