Big Data Analytics in Fog-Enabled IoT Networks: Towards a Privacy and Security Perspective
暫譯: 雲端邊緣計算物聯網網路中的大數據分析:隱私與安全的視角
Gupta, Govind P., Tripathi, Rakesh, Gupta, Brij B.
- 出版商: CRC
- 出版日期: 2023-04-19
- 售價: $4,550
- 貴賓價: 9.5 折 $4,323
- 語言: 英文
- 頁數: 216
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032206446
- ISBN-13: 9781032206448
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相關分類:
大數據 Big-data、物聯網 IoT、Data Science、資訊安全
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相關主題
商品描述
The integration of fog computing with the resource-limited Internet of Things (IoT) network formulates the concept of the fog-enabled IoT system. Due to a large number of IoT devices, the IoT is a main source of Big Data. A large volume of sensing data is generated by IoT systems such as smart cities and smart-grid applications. A fundamental research issue is how to provide a fast and efficient data analytics solution for fog-enabled IoT systems. Big Data Analytics in Fog-Enabled IoT Networks focuses on Big Data analytics in a fog-enabled-IoT system and provides a comprehensive collection of chapters that touch on different issues related to healthcare systems, cyber-threat detection, malware detection, and the security and privacy of IoT Big Data and IoT networks.
This book also emphasizes and facilitates a greater understanding of various security and privacy approaches using advanced artificial intelligence and Big Data technologies such as machine and deep learning, federated learning, blockchain, and edge computing, as well as the countermeasures to overcome the vulnerabilities of the fog-enabled IoT system.
商品描述(中文翻譯)
霧計算與資源有限的物聯網(IoT)網絡的整合形成了霧啟用的物聯網系統的概念。由於物聯網設備的數量龐大,物聯網成為大數據的主要來源。智慧城市和智慧電網應用等物聯網系統生成了大量的感測數據。一個基本的研究問題是如何為霧啟用的物聯網系統提供快速且高效的數據分析解決方案。《霧啟用物聯網網絡中的大數據分析》專注於霧啟用物聯網系統中的大數據分析,並提供了一系列綜合章節,涉及與醫療系統、網絡威脅檢測、惡意軟體檢測以及物聯網大數據和物聯網網絡的安全性與隱私相關的不同議題。
本書還強調並促進對各種安全和隱私方法的更深入理解,這些方法使用先進的人工智慧和大數據技術,如機器學習和深度學習、聯邦學習、區塊鏈和邊緣計算,以及克服霧啟用物聯網系統脆弱性的對策。
作者簡介
Dr. Govind P. Gupta received his PhD degree in Computer Science & Engineering from the Indian Institute of Technology, Roorkee, India. He is currently working as an Assistant Professor in Department of Information Technology, National Institute of Technology, Raipur, India. He has made practical and theoretical contributions in Big Data Processing & Analytics, WSN, IoT and Cyber Security domains and his research has a high impact on Big data analytics, WSN, IoT, information and network security against cyber-attacks. He has published more than 50 research papers in reputed peer-reviewed Journals/Conferences including IEEE, Elsevier, ACM, Springer, Wiley, Inderscience, etc. He is an active reviewer of various journals such as IEEE Internet of Things, IEEE Sensors Journal, IEEE Transactions on Green Communications, Elsevier Computer Networks, Ad-Hoc Networks, Computer Communications, Springer Wireless Networks etc. His current research interests include Internet of Things, IoT Security, Software-defined Networking, Network Security, Big IoT Data Analytics, Blockchain-based Application development for IoT, Enterprise Blockchain. He is a professional member of the IEEE and ACM.
Dr. Rakesh Tripathi received his Ph.D. degree in computer science and engineering from the Indian Institute of Technology Guwahati, India. He is an Assistant Professor with the Department of Information Technology, National Institute of Technology, Raipur, India. He has over ten years of experience in academia. He has published over 20 referred article and served as a Reviewer of several journals. His research interests include Mobile-Ad hoc Networks, Sensor Networks, Data Center Networks, Distributed Systems, Network Security, Blockchain, and Game Theory in Networks. He is a Senior member of the IEEE.
Dr. Brij B. Gupta received a PhD degree from the Indian Institute of Technology, Roorkee, India, in the area of information and cyber security. He has published more than 200 research papers in international journals and conferences of high repute including IEEE, Elsevier, ACM, Springer, Wiley, Taylor & Francis Group, Inderscience, etc. He has visited several countries, i.e., Canada, Japan, the United States, the United Kingdom, Malaysia, Australia, Thailand, China, Hong Kong, Italy, Spain, etc. to present his research work. His biography was selected and published in the 30th Edition of Marquis Who's Who in the World, 2012. Dr. Gupta also received the Young Faculty Research Fellowship award from the Ministry of Electronics and Information Technology, Government of India in 2018. He is also working as a principal investigator of various research and development projects. He is serving as an associate editor of IEEE Access, IEEE TII, and the executive editor of IJITCA, Inderscience, respectively. At present, Dr. Gupta is working as an assistant professor in the Department of Computer Engineering, National Institute of Technology, Kurukshetra, India. His research interests include information security, cyber security, mobile security, cloud computing, web security, intrusion detection, and phishing.
Dr. Kwok Tai Chui received the B.Eng. degree in electronic and communication engineering - Business Intelligence Minor and Ph.D. degree in electronic engineering from City University of Hong Kong. He had industry experience as Senior Data Scientist in Internet of Things (IoT) company. He is with the Department of Technology, School of Science and Technology, at Hong Kong Metropolitan University as Assistant Professor. He has more than 90 research publications including edited books, book chapters, journal papers, and conference papers. He has served as various editorial position in ESCI/SCIElisted journals including Managing Editor of International Journal on Semantic Web and Information Systems, Topic Editor of Sensors, Associate Editor of International Journal of Energy Optimization and Engineering. His research interests include computational intelligence, data science, energy monitoring and management, intelligent transportation, smart metering, healthcare, machine learning algorithms and optimization.
作者簡介(中文翻譯)
Govind P. Gupta 博士於印度羅爾基印度科技學院獲得計算機科學與工程的博士學位。目前,他在印度拉伊普爾國立技術學院的資訊技術系擔任助理教授。他在大數據處理與分析、WSN、物聯網(IoT)和網路安全領域做出了實踐和理論上的貢獻,他的研究對於大數據分析、WSN、物聯網、資訊和網路安全抵禦網路攻擊具有重要影響。他在包括IEEE、Elsevier、ACM、Springer、Wiley、Inderscience等知名的同行評審期刊和會議上發表了超過50篇研究論文。他是多個期刊的活躍審稿人,如IEEE Internet of Things、IEEE Sensors Journal、IEEE Transactions on Green Communications、Elsevier Computer Networks、Ad-Hoc Networks、Computer Communications、Springer Wireless Networks等。他目前的研究興趣包括物聯網、物聯網安全、軟體定義網路、網路安全、大物聯網數據分析、基於區塊鏈的物聯網應用開發和企業區塊鏈。他是IEEE和ACM的專業會員。
Rakesh Tripathi 博士於印度古瓦哈提印度科技學院獲得計算機科學與工程的博士學位。他是印度拉伊普爾國立技術學院資訊技術系的助理教授,擁有超過十年的學術經驗。他發表了超過20篇經過審核的文章,並擔任多個期刊的審稿人。他的研究興趣包括移動自組網、感測器網路、數據中心網路、分散式系統、網路安全、區塊鏈和網路中的博弈論。他是IEEE的高級會員。
Brij B. Gupta 博士於印度羅爾基印度科技學院獲得資訊與網路安全領域的博士學位。他在包括IEEE、Elsevier、ACM、Springer、Wiley、Taylor & Francis Group、Inderscience等高聲望的國際期刊和會議上發表了超過200篇研究論文。他曾訪問多個國家,如加拿大、日本、美國、英國、馬來西亞、澳大利亞、泰國、中國、香港、義大利、西班牙等,展示他的研究成果。他的傳記被選入並發表於Marquis Who's Who in the World, 2012的第30版。Gupta博士於2018年獲得印度電子與資訊技術部的青年教師研究獎學金。他還擔任多個研究與開發項目的首席研究員,並擔任IEEE Access、IEEE TII的副編輯,以及Inderscience的IJITCA執行編輯。目前,Gupta博士在印度庫魯克舍特拉國立技術學院的計算機工程系擔任助理教授。他的研究興趣包括資訊安全、網路安全、移動安全、雲計算、網頁安全、入侵檢測和網路釣魚。
Kwok Tai Chui 博士於香港城市大學獲得電子與通信工程學士學位(商業智慧輔修)及電子工程博士學位。他曾在物聯網(IoT)公司擔任高級數據科學家,擁有業界經驗。目前,他在香港都會大學科技學院的技術系擔任助理教授。他擁有超過90篇的研究出版物,包括編輯書籍、書籍章節、期刊論文和會議論文。他曾在ESCI/SCIE列名的期刊中擔任多個編輯職位,包括國際語義網與資訊系統期刊的管理編輯、感測器的主題編輯、國際能源優化與工程期刊的副編輯等。他的研究興趣包括計算智能、數據科學、能源監控與管理、智能交通、智能計量、醫療保健、機器學習演算法和優化。