Blockchain and Federated Learning Synergy for Privacy-Focused Deepfex Solutions
暫譯: 區塊鏈與聯邦學習協同的隱私導向深度學習解決方案

Kumar, Abhishek, Batta, Priya, Kumar, T. Ananth

  • 出版商: Springer
  • 出版日期: 2025-11-09
  • 售價: $9,020
  • 貴賓價: 9.5$8,569
  • 語言: 英文
  • 頁數: 259
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 9819513936
  • ISBN-13: 9789819513932
  • 相關分類: 區塊鏈 BlockchainDeepLearning
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book highlights the transformative synergy between Blockchain and Federated Learning in developing privacy-focused solutions for DeepFex. By leveraging the decentralized nature of blockchain alongside the privacy-preserving capabilities of federated learning, it offers a novel approach to combating the growing challenges of deepfake technology. The integration of these two cutting-edge technologies ensures data security, model integrity, and transparent collaboration, making it possible to detect and mitigate deepfakes in a scalable, ethical, and decentralized manner.

商品描述(中文翻譯)

本書強調區塊鏈(Blockchain)與聯邦學習(Federated Learning)之間的轉型協同作用,旨在開發以隱私為重點的解決方案,針對深偽技術(DeepFake)。通過利用區塊鏈的去中心化特性以及聯邦學習的隱私保護能力,本書提供了一種新穎的方法來應對日益嚴峻的深偽技術挑戰。這兩種尖端技術的整合確保了數據安全、模型完整性和透明的協作,使得以可擴展、道德和去中心化的方式檢測和減輕深偽技術成為可能。

作者簡介

Dr. Abhishek Kumar is an Assistant Director and Professor in the Computer Science & Engineering Department at Chandigarh University, Punjab, India. He obtained his Ph.D. from the University of Madras and completed postdoctoral research at Universidad de Castilla-La Mancha, Spain. His research interests span artificial intelligence, renewable energy systems, image processing, and data mining.

Dr. Priya Batta is currently an Associate Professor at Amity School of Engineering and Technology, Amity University, Punjab, India. She obtained her Ph.D. in Computer Science and Engineering from Chandigarh University. Her research area includes Artificial Intelligence, Blockchain, IoT.

Dr. T. Ananth Kumar is working as a Associate Professor and Research Head at IFET college of Engineering(Autonomous), I ndia. He received his Ph.D. in VLSI Design from Manonmaniam Sundaranar University, Tirunelveli, India. His research interest are in the areas of Networks on Chips, Computer Architecture and ASIC design.

Dr. S. Oswalt Manoj is working as a Professor in the Department of Computer Science and Engineering, Alliance School of Advanced Computing, Alliance University, Bengaluru, India. He holds a Doctorate in Information Science and Engineering from Anna University, Chennai. His research areas include big data analytics, artificial intelligence, computer vision, machine learning, deep learning, and cloud computing.

作者簡介(中文翻譯)

阿比謝克·庫馬博士是印度旁遮普查謨大學計算機科學與工程系的助理主任及教授。他在馬德拉斯大學獲得博士學位,並在西班牙卡斯蒂利亞-拉曼查大學完成博士後研究。他的研究興趣涵蓋人工智慧、可再生能源系統、影像處理和資料探勘。

普里亞·巴塔博士目前是印度旁遮普阿米提大學工程與技術學院的副教授。她在查謨大學獲得計算機科學與工程的博士學位。她的研究領域包括人工智慧、區塊鏈和物聯網。

T. 阿南特·庫馬博士在印度IFET工程學院(自主)擔任副教授及研究主管。他在印度提魯內維利的馬諾曼尼亞姆·蘇達拉納爾大學獲得VLSI設計的博士學位。他的研究興趣集中在片上網路、計算機架構和ASIC設計領域。

S. 奧斯瓦特·馬諾傑博士在印度班加羅爾的聯盟大學高級計算學院計算機科學與工程系擔任教授。他擁有印度金奈安娜大學的資訊科學與工程博士學位。他的研究領域包括大數據分析、人工智慧、計算機視覺、機器學習、深度學習和雲計算。