Deep Learning for Internet of Things Infrastructure
暫譯: 物聯網基礎設施的深度學習
Ghosh, Uttam, Alazab, Mamoun, Kashif Bashir, Ali
- 出版商: CRC
- 出版日期: 2021-10-12
- 售價: $4,910
- 貴賓價: 9.5 折 $4,665
- 語言: 英文
- 頁數: 248
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 0367457334
- ISBN-13: 9780367457334
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相關分類:
DeepLearning、物聯網 IoT
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book promotes and facilitates exchanges of research knowledge and findings across different disciplines on the design and investigation of deep learning (DL)-based data analytics of IoT (Internet of Things) infrastructures. Deep Learning for Internet of Things Infrastructure addresses emerging trends and issues on IoT systems and services across various application domains. The book investigates the challenges posed by the implementation of deep learning on IoT networking models and services. It provides fundamental theory, model, and methodology in interpreting, aggregating, processing, and analyzing data for intelligent DL-enabled IoT. The book also explores new functions and technologies to provide adaptive services and intelligent applications for different end users.
FEATURES
- Promotes and facilitates exchanges of research knowledge and findings across different disciplines on the design and investigation of DL-based data analytics of IoT infrastructures
- Addresses emerging trends and issues on IoT systems and services across various application domains
- Investigates the challenges posed by the implementation of deep learning on IoT networking models and services
- Provides fundamental theory, model, and methodology in interpreting, aggregating, processing, and analyzing data for intelligent DL-enabled IoT
- Explores new functions and technologies to provide adaptive services and intelligent applications for different end users
Uttam Ghosh is an Assistant Professor in the Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, Tennessee, USA.
Mamoun Alazab is an Associate Professor in the College of Engineering, IT and Environment at Charles Darwin University, Australia.
Ali Kashif Bashir is a Senior Lecturer/Associate Professor and Program Leader of BSc (H) Computer Forensics and Security at the Department of Computing and Mathematics, Manchester Metropolitan University, United Kingdom.
Al-Sakib Khan Pathan is an Adjunct Professor of Computer Science and Engineering at the Independent University, Bangladesh.
商品描述(中文翻譯)
這本書促進並促成不同學科之間在物聯網(IoT)基礎設施的深度學習(DL)數據分析設計與研究知識和發現的交流。《深度學習與物聯網基礎設施》針對各種應用領域中物聯網系統和服務的最新趨勢和問題進行探討。該書研究了在物聯網網絡模型和服務中實施深度學習所帶來的挑戰。它提供了解釋、聚合、處理和分析智能DL驅動的物聯網數據的基本理論、模型和方法論。該書還探索了提供適應性服務和智能應用的新功能和技術,以滿足不同最終用戶的需求。
特色
- 促進並促成不同學科之間在物聯網基礎設施的DL數據分析設計與研究知識和發現的交流
- 針對各種應用領域中物聯網系統和服務的最新趨勢和問題進行探討
- 研究在物聯網網絡模型和服務中實施深度學習所帶來的挑戰
- 提供解釋、聚合、處理和分析智能DL驅動的物聯網數據的基本理論、模型和方法論
- 探索提供適應性服務和智能應用的新功能和技術,以滿足不同最終用戶的需求
Uttam Ghosh是美國田納西州納什維爾范德堡大學電機工程與計算機科學系的助理教授。
Mamoun Alazab是澳大利亞查爾斯達爾文大學工程、資訊科技與環境學院的副教授。
Ali Kashif Bashir是英國曼徹斯特城市大學計算與數學系的高級講師/副教授及計算法醫學與安全學士(榮譽)課程負責人。
Al-Sakib Khan Pathan是孟加拉獨立大學計算機科學與工程的兼任教授。
作者簡介
Uttam Ghosh is working as an Assistant Professor of the Practice in the Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, USA. Dr. Ghosh obtained his PhD in Electronics and Electrical Engineering from the Indian Institute of Technology Kharagpur, India in 2013, and has Post-doctoral experience at the University of Illinois in Urbana-Champaign, Fordham University, and Tennessee State University. He has been awarded the 2018-2019 Junior Faculty Teaching Fellow (JFTF) and has been promoted to a Graduate Faculty position at Vanderbilt University. Dr. Ghosh has published fifty papers at reputed international journals including IEEE Transaction, Elsevier, Springer, IET, Wiley, InderScience and IETE, and also in top international conferences sponsored by IEEE, ACM, and Springer. Dr. Ghosh has conducted several sessions and workshops related to Cyber-Physical Systems (CPS), SDN, IoT and smart cities as co-chair at top international conferences including IEEE Globecom, IEEE MASS, SECON, CPSCOM, IEMCON, ICDCS and so on. He has served as a Technical Program Committee (TPC) member at renowned international conferences including ACM SIGCSE, IEEE LCN, IEMCON, STPSA, SCS SpringSim, IEEE Compsac. He is serving as an Associate Editor of the International Journal of Computers and Applications, Taylor & Francis, and also a reviewer for international journals including IEEE Transactions, Elsevier, Springer and Wiley. Dr. Ghosh is contributing as guest editor for special issues with IEEE Transaction on Industrial Informatics (TII), IEEE Journal of IoT, IEEE Transaction on Network Science and Engineering (TNSE), ACM Transactions on Internet ten edited volumes on Emerging CPS, Security, Machine / Machine Learning with CRC Press, Chapman Hall Big Data Series and Springer. His main research interests include Cybersecurity, Computer Networks, Wireless Networks, Information Centric Networking and Software-Defined Networking.
Ali Kashif Bashir is a Senior Lecturer/Associate Professor and Program Leader of BSc (H) Computer Forensics and Security at the Department of Computing and Mathematics, Manchester Metropolitan University, United Kingdom. He also enjoys honorary positions: Honorary Professor and Chief Advisor of Visual Intelligence Research Center, School of Information and Communication Engineering, University of Electronics Science and Technology of China (UESTC), China; and Adjunct Professor of School of Electrical Engineering and Computer Science, National University of Science and Technology (NUST), Islamabad, Pakistan. His past assignments include Associate Professor of ICT, University of the Faroe Islands, Denmark; Osaka University, Japan; Nara National College of Technology, Japan; the National Fusion Research Institute, South Korea; Southern Power Company Ltd., South Korea, and the Seoul Metropolitan Government, South Korea.
He received his Ph.D. in computer science and engineering from Korea University South Korea. He is a senior member of IEEE, member of IEEE Industrial Electronic Society, member of ACM, and Distinguished Speaker of ACM. He has authored over 150 research articles; received funding as PI and Co-PI from research bodies of South Korea, Japan, EU, UK and Middle East; supervising/co-supervising several graduate (MS and PhD) students. His research interests include internet of things, wireless networks, distributed systems, network/cyber security, network function virtualization, machine learning, etc. He is serving as the Editor-in-chief of the IEEE FUTURE DIRECTIONS NEWSLETTER. He is also serving as area editor of KSII Transactions on Internet and Information Systems; associate editor of IEEE Internet of Things Magazine, IEEE Access, IET Quantum Computing, Journal of Plant Disease and Protection. He has also organized 24 Guest Editorials in the top Journals of IEEE, Elsevier, Springer and Elsevier. He has delivered 20 + invited/keynote talks. He is leading many conferences as a chair (program, publicity, and track) and had organized workshops in flagship conferences like IEEE Infocom, IEEE Globecom, IEEE Mobicom, etc.
Mamoun Alazab received his PhD degree in Computer Science from the Federation University of Australia, School of Science, Information Technology and Engineering. He is currently an Associate Professor in the College of Engineering, IT and Environment at Charles Darwin University, Australia. He is a cyber-security researcher and practitioner with industry and academic experience. Dr. Alazab's research is multidisciplinary, with a focus on cyber security and digital forensics of computer systems, including current and emerging issues in the cyber environment, such as cyber-physical systems and the Internet of Things. His research takes into consideration the unique challenges present in these environments, with an emphasis on cybercrime detection and prevention. He has a particular interest in the application of machine learning as an essential tool for cybersecurity, examples of which include detecting attacks, analyzing malicious code, and uncovering vulnerabilities in software. He is the Founder and the Chair of the IEEE Northern Territory Subsection (February 2019 - present), a Senior Member of the IEEE, and a Member of the IEEE Computer Society's Technical Committee on Security and Privacy (TCSP). In addition, he has collaborated with government and industry on many projects, including work with IBM, Trend Micro, Westpac, the Australian Federal Police (AFP), the Australian Communications.
Al-Sakib Khan Pathan is a Professor of Computer Science and Engineering. Currently, he is with the Independent University, Bangladesh as an Adjunct Professor. He received PhD degree in Computer Engineering in 2009 from Kyung Hee University, South Korea and B.Sc. degree in Computer Science and Information Technology from Islamic University of Technology (IUT), Bangladesh in 2003. In his academic career so far, he worked as a faculty member at the CSE Department of Southeast University, Bangladesh during 2015-2020, Computer Science department, International Islamic University Malaysia (IIUM), Malaysia during 2010-2015; at BRACU, Bangladesh during 2009-2010, and at NSU, Bangladesh during 2004-2005. He was a Guest Lecturer for the STEP project at the Department of Technical and Vocational Education, Islamic University of Technology, Bangladesh in 2018. He also worked as a Researcher at Networking Lab, Kyung Hee University, South Korea from September 2005 to August 2009 where he completed his MS leading to PhD. His research interests include wireless sensor networks, network security, cloud computing, and e-services technologies. Currently he is also working on some multidisciplinary issues. He is a recipient of several awards/best paper awards and has several notable publications in these areas. So far, he has delivered over 22 Keynotes and Invited speeches at various international conferences and events. He has served as a General Chair, Organizing Committee Member, and Technical Program Committee (TPC) member in numerous top-ranked international conferences/workshops like INFOCOM, GLOBECOM, ICC, LCN, GreenCom, AINA, WCNC, HPCS, ICA3PP, IWCMC, VTC, HPCC, SGIoT, etc. He was awarded the IEEE Outstanding Leadership Award for his role in IEEE GreenCom'13 conference and Outstanding Service Award in recognition for the service and contribution to the IEEE 21st IRI 2020 conference. He is currently serving as the Editor-in-Chief of International Journal of Computers and Applications, Taylor & Francis, UK, Editor of Ad Hoc and Sensor Wireless Networks, Old City Publishing, International Journal of Sensor Networks, Inderscience Publishers, and Malaysian Journal of Computer Science, Associate Editor of Connection Science, Taylor & Francis, UK, International Journal of Computational Science and Engineering, Inderscience, Area Editor of International Journal of Communication Networks and Information Security, Guest Editor of many special issues of top-ranked journals, and Editor/Author of 22 books. One of his books has been included twice in Intel Corporation's Recommended Reading List for Developers, 2nd half 2013 and 1st half of 2014; 3 books were included in IEEE Communications Society's (IEEE ComSoc) Best Readings in Communications and Information Systems Security, 2013, several other books were indexed with all the titles (chapters) in Elsevier's acclaimed abstract and citation database, Scopus, in February 2015, at least one has been approved as a textbook at NJCU, USA in 2020, and one book has been translated to simplified Chinese language from English version. Also, 2 of his journal papers and 1 conference paper were included under different categories in IEEE Communications Society's (IEEE ComSoc) Best Readings Topics on Communications and Information Systems Security, 2013. He also serves as a referee of many prestigious journals. He received some awards for his reviewing activities like: one of the most active reviewers of IAJIT several times; Elsevier Outstanding Reviewer for Computer Networks, Ad Hoc Networks, FGCS, and JNCA in multiple years. He is a Senior Member of the Institute of Electrical and Electronics Engineers (IEEE), USA.d Media Authority (ACMA), Westpac, UNODC to name a few.
作者簡介(中文翻譯)
**Uttam Ghosh** 目前擔任美國田納西州納許維爾范德堡大學電機工程與計算機科學系的實踐助理教授。Ghosh博士於2013年在印度喀拉格普爾印度理工學院獲得電子與電氣工程博士學位,並在伊利諾伊大學香檳分校、福特漢姆大學和田納西州立大學擁有博士後經驗。他曾獲得2018-2019年初級教學獎學金(JFTF),並晉升為范德堡大學的研究生教職。Ghosh博士在多個知名國際期刊上發表了五十篇論文,包括IEEE Transactions、Elsevier、Springer、IET、Wiley、InderScience和IETE,並在IEEE、ACM和Springer主辦的頂級國際會議上發表。Ghosh博士作為共同主席,在多個頂級國際會議上主持了與網路物理系統(CPS)、SDN、物聯網和智慧城市相關的多場會議和工作坊,包括IEEE Globecom、IEEE MASS、SECON、CPSCOM、IEMCON、ICDCS等。他曾擔任多個知名國際會議的技術程序委員會(TPC)成員,包括ACM SIGCSE、IEEE LCN、IEMCON、STPSA、SCS SpringSim和IEEE Compsac。他目前擔任《國際計算機與應用期刊》(International Journal of Computers and Applications)的副編輯,並擔任IEEE Transactions、Elsevier、Springer和Wiley等國際期刊的審稿人。Ghosh博士作為客座編輯,為IEEE Transactions on Industrial Informatics (TII)、IEEE Journal of IoT、IEEE Transactions on Network Science and Engineering (TNSE)、ACM Transactions on Internet等十本關於新興CPS、安全性、機器學習的特刊貢獻。他的主要研究興趣包括網路安全、計算機網路、無線網路、信息中心網路和軟體定義網路。
**Ali Kashif Bashir** 是英國曼徹斯特城市大學計算與數學系的高級講師/副教授及計算機取證與安全學士(榮譽)課程的項目負責人。他還擔任榮譽職位:中國電子科技大學信息與通信工程學院視覺智能研究中心的榮譽教授和首席顧問;以及巴基斯坦伊斯蘭堡國立科技大學電氣工程與計算機科學學院的兼任教授。他的過去任職包括丹麥法羅群島大學的ICT副教授;日本大阪大學;日本奈良國立工業專科學校;南韓國立融合研究所;南韓南方電力公司;以及南韓首爾市政府。他在南韓高麗大學獲得計算機科學與工程博士學位。他是IEEE的高級會員,IEEE工業電子學會的會員,ACM的會員,以及ACM的傑出演講者。他已發表超過150篇研究文章;作為主要研究者和共同研究者獲得來自南韓、日本、歐盟、英國和中東的研究資金;指導/共同指導多名研究生(碩士和博士)。他的研究興趣包括物聯網、無線網路、分散式系統、網路/網路安全、網路功能虛擬化、機器學習等。他擔任IEEE FUTURE DIRECTIONS NEWSLETTER的主編,並擔任KSII Transactions on Internet and Information Systems的區域編輯;IEEE Internet of Things Magazine、IEEE Access、IET Quantum Computing、Journal of Plant Disease and Protection的副編輯。他還在IEEE、Elsevier、Springer等頂級期刊上組織了24篇客座編輯文章。他已發表超過20場受邀/主題演講,並在IEEE Infocom、IEEE Globecom、IEEE Mobicom等旗艦會議中擔任多個會議的主席(程序、宣傳和專題)。
**Mamoun Alazab** 於澳大利亞聯邦大學科學、信息技術與工程學院獲得計算機科學博士學位。目前,他是澳大利亞查爾斯達爾文大學工程、IT與環境學院的副教授。他是一位擁有行業和學術經驗的網路安全研究者和實踐者。Alazab博士的研究是多學科的,專注於計算機系統的網路安全和數位取證,包括網路環境中的當前和新興問題,如網路物理系統和物聯網。他的研究考慮到這些環境中存在的獨特挑戰,強調網路犯罪的檢測和預防。他特別關注機器學習作為網路安全的重要工具的應用,例子包括檢測攻擊、分析惡意代碼和發現軟體中的漏洞。他是IEEE北領地分會的創始人和主席(2019年2月至今),IEEE的高級會員,IEEE計算機學會安全與隱私技術委員會(TCSP)的成員。此外,他還與政府和行業合作了許多項目,包括與IBM、趨勢科技、西太平洋銀行、澳大利亞聯邦警察(AFP)、澳大利亞通訊媒體管理局(ACMA)等的合作。
**Al-Sakib Khan Pathan** 是計算機科學與工程的教授。目前,他在孟加拉獨立大學擔任兼任教授。他於2009年在南韓京畿大學獲得計算機工程博士學位,並於2003年在孟加拉伊斯蘭科技大學獲得計算機科學與信息技術學士學位。在他的學術生涯中,他曾於2015年至2020年在孟加拉東南大學計算機科學與工程系任教,2010年至2015年在馬來西亞國際伊斯蘭大學計算機科學系任教;2009年至2010年在孟加拉BRAC大學任教,2004年至2005年在孟加拉北南大學任教。他於2018年在孟加拉伊斯蘭科技大學技術與職業教育系的STEP項目中擔任客座講師。他還於2005年9月至2009年8月在南韓京畿大學的網路實驗室擔任研究員,並完成了碩士學位,進而攻讀博士學位。他的研究興趣包括無線感測器網路、網路安全、雲計算和電子服務技術。目前,他也在研究一些多學科問題。他獲得了多個獎項/最佳論文獎,並在這些領域發表了多篇重要出版物。迄今為止,他在各種國際會議和活動中發表了超過22場主題演講和受邀演講。他在多個頂級國際會議/工作坊中擔任總主席、組織委員會成員和技術程序委員會(TPC)成員,如INFOCOM、GLOBECOM、ICC、LCN、GreenCom、AINA、WCNC、HPCS、ICA3PP、IWCMC、VTC、HPCC、SGIoT等。他因在IEEE GreenCom'13會議中的角色而獲得IEEE傑出領導獎,並因對IEEE第21屆IRI 2020會議的服務和貢獻而獲得傑出服務獎。他目前擔任《國際計算機與應用期刊》(International Journal of Computers and Applications)的主編,擔任《Ad Hoc and Sensor Wireless Networks》、《International Journal of Sensor Networks》的編輯,以及《Connection Science》、《International Journal of Computational Science and Engineering》的副編輯,並擔任多本頂級期刊的特刊客座編輯,並編輯/撰寫22本書籍。其中一本書在2013年下半年和2014年上半年兩次被英特爾公司列入開發者推薦閱讀清單;三本書被IEEE通訊學會(IEEE ComSoc)列入2013年通訊與信息系統安全最佳閱讀書目,其他幾本書在2015年2月被Elsevier的著名摘要和引用數據庫Scopus索引,至少有一本在2020年被美國NJCU批准為教科書,還有一本書已從英文版翻譯成簡體中文。此外,他的兩篇期刊論文和一篇會議論文在2013年被IEEE通訊學會(IEEE ComSoc)列入通訊與信息系統安全最佳閱讀主題的不同類別中。他還擔任多個知名期刊的審稿人,並因其審稿活動獲得了一些獎項,如多次被評為IAJIT最活躍的審稿人;在多個年份中獲得Elsevier計算機網路、Ad Hoc Networks、FGCS和JNCA的傑出審稿人獎。他是美國電氣與電子工程師學會(IEEE)的高級會員。