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Communication Efficient Federated Learning for Wireless Networks - Mingzhe Chen, Shuguang Cui 2024 PDF | EPUB Springer BOOKS NETWORK TECHNOLOGIES
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Communication Efficient Federated Learning for Wireless Networks
Author: Mingzhe Chen, Shuguang Cui
Year: 2024
Pages: 189
Format: PDF | EPUB
File size: 24.2 MB
Language: ENG



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Book Communication Efficient Federated Learning for Wireless Networks Introduction: In today's fast-paced technological era, it is essential to understand the process of technology evolution and its impact on humanity. The rapid advancement in wireless networks and Federated Learning (FL) has revolutionized the way we communicate and access information. However, these developments also raise concerns about data privacy, security, and reliability. This book provides a comprehensive study of Federated Learning over wireless networks, addressing the need for a personal paradigm to perceive the technological process of developing modern knowledge. The book comprises three main parts: Fundamentals and Preliminaries of FL, Analysis and Optimization of FL over Wireless Networks, and Applications of Wireless FL for Internet of Things (IoT) Systems.
Book Communication Эффективное федеративное обучение для беспроводных сетей Введение: В современную быстро развивающуюся технологическую эру важно понимать процесс эволюции технологий и его влияние на человечество. Быстрое развитие беспроводных сетей и Federated arning (FL) произвело революцию в способах коммуникации и доступа к информации. Однако эти события также вызывают опасения по поводу конфиденциальности, безопасности и надежности данных. В этой книге представлено всестороннее исследование Federated arning по беспроводным сетям, затрагивающее потребность в персональной парадигме восприятия технологического процесса развития современных знаний. Книга состоит из трех основных частей: «Основы и предварительные сведения о ФЛ», «Анализ и оптимизация ФЛ по беспроводным сетям» и «Применение беспроводной ФЛ для систем Интернета вещей» (IoT).
Book Communication Un apprentissage fédéral efficace pour les réseaux sans fil Introduction : Dans une ère technologique moderne en évolution rapide, il est important de comprendre le processus d'évolution de la technologie et son impact sur l'humanité. développement rapide des réseaux sans fil et du Federated arning (FL) a révolutionné les modes de communication et d'accès à l'information. Cependant, ces événements soulèvent également des préoccupations concernant la confidentialité, la sécurité et la fiabilité des données. Ce livre présente une étude complète de Federated arning sur les réseaux sans fil, qui aborde la nécessité d'un paradigme personnel de la perception du processus technologique du développement des connaissances modernes. livre se compose de trois parties principales : « s bases et les informations préliminaires sur les FL », « L'analyse et l'optimisation des FL sur les réseaux sans fil » et « L'application des FL sans fil pour les systèmes Internet des objets » (IoT).
Book Communication Aprendizaje federado eficaz para redes inalámbricas Introducción: En la era tecnológica actual, en rápida evolución, es importante comprender el proceso de evolución de la tecnología y su impacto en la humanidad. rápido desarrollo de las redes inalámbricas y el Aprendizaje Federado (FL) han revolucionado las formas de comunicación y acceso a la información. n embargo, estos acontecimientos también suscitan preocupaciones sobre la privacidad, la seguridad y la fiabilidad de los datos. Este libro presenta un amplio estudio de Federated arning sobre redes inalámbricas que aborda la necesidad de un paradigma personal para percibir el proceso tecnológico del desarrollo del conocimiento moderno. libro consta de tres partes principales: «Fundamentos e información preliminar de FL», «Análisis y optimización de FL a través de redes inalámbricas» y «Aplicación de FL inalámbrica para sistemas IoT» (IoT).
Book Communications Formação Federal Eficiente para Redes Sem Fio Introdução: Em uma era tecnológica moderna em rápida evolução, é importante compreender a evolução da tecnologia e seus efeitos na humanidade. O rápido desenvolvimento das redes sem fio e da Federated arning (FL) revolucionou as formas de comunicação e acesso à informação. No entanto, estes eventos também geram preocupações sobre privacidade, segurança e confiabilidade dos dados. Este livro apresenta um estudo completo da Federated arning sobre redes sem fio que aborda a necessidade de um paradigma pessoal de percepção do processo de desenvolvimento do conhecimento moderno. O livro é composto por três partes principais: «Fundamentos e informações preliminares sobre FL», «Análise e otimização de FL por redes sem fio» e «Aplicação de FL sem fio para sistemas de Internet das Coisas» (IoT).
Book Communication Formazione federata efficace per le reti wireless Introduzione: In un'era tecnologica in continua evoluzione, è importante comprendere l'evoluzione della tecnologia e i suoi effetti sull'umanità. Il rapido sviluppo delle reti wireless e del Federated arning (FL) ha rivoluzionato le modalità di comunicazione e accesso alle informazioni. Tuttavia, questi eventi sono anche preoccupanti per la privacy, la sicurezza e l'affidabilità dei dati. Questo libro presenta una ricerca completa di Federated arning sulle reti wireless che affronta la necessità di un paradigma personale della percezione del processo tecnologico di sviluppo delle conoscenze moderne. Il libro è composto da tre parti principali: Base e informazioni preliminari su FL, Analisi e ottimizzazione FL wireless e Applicazione del FL wireless per l'Internet delle cose (IoT).
Buchkommunikation Effektives föderiertes rnen für drahtlose Netzwerke Einleitung: In der heutigen schnelllebigen technologischen Ära ist es wichtig, den technologischen Evolutionsprozess und seine Auswirkungen auf die Menschheit zu verstehen. Die rasante Entwicklung von drahtlosen Netzwerken und Federated arning (FL) hat die Art und Weise, wie Informationen kommuniziert und darauf zugegriffen wird, revolutioniert. Diese Entwicklungen werfen jedoch auch Bedenken hinsichtlich der Vertraulichkeit, cherheit und Zuverlässigkeit der Daten auf. Dieses Buch präsentiert eine umfassende Studie von Federated arning über drahtlose Netzwerke, die die Notwendigkeit eines persönlichen Paradigmas der Wahrnehmung des technologischen Prozesses der Entwicklung des modernen Wissens anspricht. Das Buch besteht aus drei Hauptteilen: „Grundlagen und vorläufige Informationen über FL“, „Analyse und Optimierung von FL über drahtlose Netzwerke“ und „Anwendung von Wireless FL für IoT-Systeme“ (IoT).
Książka Komunikacja Skuteczne uczenie się w sieci bezprzewodowej Wprowadzenie: W dzisiejszej szybko rozwijającej się erze technologicznej ważne jest, aby zrozumieć ewolucję technologii i jej wpływ na ludzkość. Szybki rozwój sieci bezprzewodowych i FL zrewolucjonizował sposób komunikacji i dostępu do informacji. Wydarzenia te budzą jednak również obawy dotyczące prywatności, bezpieczeństwa i niezawodności danych. Niniejsza książka przedstawia kompleksowe studium „Uczenie się w sposób federalny” na temat sieci bezprzewodowych, poświęcone potrzebie osobistego paradygmatu postrzegania procesu technologicznego rozwoju nowoczesnej wiedzy. Książka składa się z trzech głównych części: "Podstawy i wstępne informacje o FL", "Analiza i optymalizacja FL przez sieci bezprzewodowe" i "Zastosowanie bezprzewodowego FL dla systemów Internet of Things (IoT).
Book Communication Federated arning for Wireless Networks Introduction: בעידן הטכנולוגי המתפתח במהירות, חשוב להבין את התפתחות הטכנולוגיה ואת השפעתה על האנושות. הפיתוח המהיר של רשתות אלחוטיות ו-Federated arning (FL) חולל מהפכה בדרך בה אנו מתקשרים ונגישים למידע. עם זאת, אירועים אלה גם מעלים חששות לגבי פרטיות מידע, ביטחון ואמינות. הספר מציג מחקר מקיף של Federated arning ברשתות אלחוטיות, העוסק בצורך בפרדיגמה אישית לתפישת התהליך הטכנולוגי של פיתוח ידע מודרני. הספר מורכב משלושה חלקים עיקריים: "יסודות ומידע ראשוני על FL", "ניתוח ואופטימיזציה של FL על גבי רשתות אלחוטיות" ו- "Application of Wireless FL for Internet of Things'.''
Kablosuz Ağlar için Etkili Federal Öğrenme Kitabı Giriş: Günümüzün hızla gelişen teknolojik çağında, teknolojinin evrimini ve insanlık üzerindeki etkisini anlamak önemlidir. Kablosuz ağların ve Federe Öğrenmenin (FL) hızlı gelişimi, iletişim kurma ve bilgiye erişme biçimimizde devrim yarattı. Bununla birlikte, bu olaylar aynı zamanda veri gizliliği, güvenliği ve güvenilirliği ile ilgili endişeleri de arttırmaktadır. Bu kitap, kablosuz ağlar üzerinde Federated arning'in kapsamlı bir çalışmasını sunarak, modern bilginin geliştirilmesindeki teknolojik sürecin algılanması için kişisel bir paradigma ihtiyacını ele almaktadır. Kitap üç ana bölümden oluşuyor: "FL hakkında temel bilgiler ve ön bilgiler", "Kablosuz ağlar üzerinden FL'nin analizi ve optimizasyonu've" Nesnelerin İnterneti (IoT) sistemleri için kablosuz FL'nin uygulanması ".
Book Communication Effective Federated arning for Wireless Networks Introduction: في العصر التكنولوجي سريع التطور اليوم، من المهم فهم تطور التكنولوجيا وتأثيرها على البشرية. أحدث التطور السريع للشبكات اللاسلكية والتعلم الموحد (FL) ثورة في طريقة التواصل والوصول إلى المعلومات. ومع ذلك، تثير هذه الأحداث أيضًا مخاوف بشأن خصوصية البيانات وأمانها وموثوقيتها. يقدم هذا الكتاب دراسة شاملة للتعلم الموحد على الشبكات اللاسلكية، ويتناول الحاجة إلى نموذج شخصي لتصور العملية التكنولوجية لتطوير المعرفة الحديثة. يتكون الكتاب من ثلاثة أجزاء رئيسية: "الأساسيات والمعلومات الأولية حول FL" و "تحليل وتحسين FL عبر الشبكات اللاسلكية" و "تطبيق FL اللاسلكي لأنظمة إنترنت الأشياء (IoT).
무선 네트워크 소개를위한 서적 커뮤니케이션 효과적인 연합 학습: 오늘날 빠르게 진화하는 기술 시대에는 기술의 진화와 인류에 미치는 영향을 이해하는 것이 중요합니다. 무선 네트워크와 FL (Federated arning) 의 빠른 개발은 우리가 정보를 전달하고 액세스하는 방식에 혁명을 일으켰습니다. 그러나 이러한 이벤트는 데이터 개인 정보 보호, 보안 및 신뢰성에 대한 우려도 제기합니 이 책은 현대 지식을 개발하는 기술 프로세스에 대한 인식을위한 개인적인 패러다임의 필요성을 다루는 무선 네트워크에 대한 Federated arning에 대한 포괄적 인 연구를 제공합니다. 이 책은 "FL에 대한 기본 및 예비 정보", "무선 네트워크를 통한 FL의 분석 및 최적화" 및 "IoT (Internet of Things) 시스템을위한 무선 FL 적용" 의 세 가지 주요 부분으로 구성됩니다.
Book Communication Wireless Networkの効果的な統合学習はじめに:急速に進化する技術時代においては、テクノロジーの進化とその人類への影響を理解することが重要です。ワイヤレスネットワークとFL (Federated arning)の急速な発展は、情報のやり取りとアクセスの方法に革命をもたらしました。しかし、これらのイベントは、データプライバシー、セキュリティ、および信頼性についても懸念を引き起こします。本書では、ワイヤレスネットワークに関するFederated arningの包括的な研究を紹介し、現代の知識を開発する技術プロセスの認識のための個人的なパラダイムの必要性に対処します。本書は「、FLに関する基礎と予備情報」「、無線ネットワーク上のFLの分析と最適化」「、モノのインターネット(IoT)システムのための無線FLの適用」の3つの主要部分から構成されています。
Book Communication無線網絡的有效聯合學習介紹:在當今快速發展的技術時代,了解技術演變過程及其對人類的影響非常重要。無線網絡和聯邦學習(FL)的快速發展徹底改變了通信和獲取信息的方式。但是,這些事件也引起了人們對數據隱私,安全性和可靠性的擔憂。本書介紹了Federated arning對無線網絡的全面研究,該研究解決了對現代知識開發過程感知個人範式的需求。該書分為三個主要部分:「FL的基礎和初步信息」,「通過無線網絡對FL進行分析和優化」和「無線FL在物聯網系統中的應用」(IoT)。

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