Combating Security Challenges in the Age of Big Data: Powered by State-Of-The-Art Artificial Intelligence Techniques
暫譯: 在大數據時代應對安全挑戰:以尖端人工智慧技術為驅動
Zubair Md. Fadlullah , Al-Sakib Khan Pathan
- 出版商: Springer
- 出版日期: 2020-05-27
- 售價: $7,220
- 貴賓價: 9.5 折 $6,859
- 語言: 英文
- 頁數: 266
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3030356418
- ISBN-13: 9783030356415
-
相關分類:
人工智慧、大數據 Big-data、資訊安全
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book addresses the key security challenges in the big data centric computing and network systems, and discusses how to tackle them using a mix of conventional and state-of-the-art techniques. The incentive for joining big data and advanced analytics is no longer in doubt for businesses and ordinary users alike. Technology giants like Google, Microsoft, Amazon, Facebook, Apple, and companies like Uber, Airbnb, NVIDIA, Expedia, and so forth are continuing to explore new ways to collect and analyze big data to provide their customers with interactive services and new experiences. With any discussion of big data, security is not, however, far behind. Large scale data breaches and privacy leaks at governmental and financial institutions, social platforms, power grids, and so forth, are on the rise that cost billions of dollars.
The book explains how the security needs and implementations are inherently different at different stages of the big data centric system, namely at the point of big data sensing and collection, delivery over existing networks, and analytics at the data centers. Thus, the book sheds light on how conventional security provisioning techniques like authentication and encryption need to scale well with all the stages of the big data centric system to effectively combat security threats and vulnerabilities. The book also uncovers the state-of-the-art technologies like deep learning and blockchain which can dramatically change the security landscape in the big data era.
商品描述(中文翻譯)
這本書探討了以大數據為中心的計算和網絡系統中的主要安全挑戰,並討論了如何使用傳統技術和最先進技術的混合來應對這些挑戰。對於企業和普通用戶來說,加入大數據和先進分析的動機已經不再是疑問。科技巨頭如 Google、Microsoft、Amazon、Facebook、Apple,以及像 Uber、Airbnb、NVIDIA、Expedia 等公司,持續探索收集和分析大數據的新方法,以為客戶提供互動服務和新體驗。然而,任何關於大數據的討論中,安全問題卻從未遠離。政府和金融機構、社交平台、電力網等地的大規模數據洩露和隱私泄漏事件正在上升,造成數十億美元的損失。
本書解釋了在以大數據為中心的系統的不同階段,安全需求和實施本質上是不同的,即在大數據感知和收集的時點、通過現有網絡的交付,以及在數據中心的分析。因此,本書闡明了傳統安全提供技術如身份驗證和加密如何需要在大數據為中心的系統的所有階段中良好擴展,以有效對抗安全威脅和漏洞。本書還揭示了深度學習和區塊鏈等最先進技術,這些技術可以徹底改變大數據時代的安全格局。
作者簡介
Zubair Md. Fadlullah is an Associate Professor at the Graduate School of Information Sciences (GSIS), Tohoku University, Japan. Previously he worked at GSIS as an Assistant Professor since 2011 to 2017. Assistant Professor at the Graduate School of Information Sciences (GSIS), Tohoku University, Japan. He also served as a computer science faculty member at the prestigious international Islamic University of Technology (IUT) in Bangladesh. He is a Senior Member of IEEE and ComSoc. Dr. Fadlullah holds a PhD in Applied Information Sciences, obtained in March 2011, from Tohoku University. He has a noteworthy contribution toward research community through his technical papers in scholarly journals, magazines, and international conferences in various areas of networking and communications. He is author of several books and has also co-edited a number of books. As a recognition of his outstanding research contributions, he was awarded the prestigious Dean's and President's awards from Tohoku University in March 2011. He received the IEEE COMSOC Asia Pacific Young Researcher award in 2015. He received the NEC Research Encouragement Award in 2016. He was also acclaimed with the best paper awards in several conferences including ICNDC'16, GLOBECOM'14, and IWCMC'09. He has received research startup funding in 2011-2012, WAKATE-B funding during 2013-2016, and WAKTE-A funding for 2017-2019 under the Grants-in-Aid for Scientific Research (Kakenhi) program from the Japan Society for the Promotion of Science. He was a member of the Japanese team involved with the prestigious A3 Foresight Project supported by Japan Society for the Promotion of Science (JSPS), NSFC of China, and NRF of Korea, that comprised prominent researchers in the field of networking and communications from the mentioned countries.Fadlullah is the General Chair of the SG-IOT'18 conference to be held in Ontario, Canada, in July 2018. He was the General Chair of SG-IOT'17 and a co-chair in the AHSN symposium of IEEE ICC'14 and a chair in the invited session on smart grid in WCSP'11. He has been serving as technical committee member for several IEEE GC, ICC, PIMRC, WCNC, and WCSP conferences for a number of years He is currently serving as Editor of the IEEE Internet of Things (IoT) Journal, IEEE Transactions of Vehicular Technology (TVT), and IEEE Network Magazine. He is also a Co-EiC of Journal of Computers and Applications, Taylor & Francis, UK. He also served as an Editor of the Ad hoc sensor and wireless networks (AHSWN) journal. He has also been actively engaged in helping editorial members of prestigious IEEE transactions (including TVT, TPDS, TSG) to manage and delegate reviews in an efficient manner. He was recipient of the Meritorious Service Certificate as "Top Quality Reviewer" awarded by the IEEE TPDS. His research covers a wide range of areas including smart grid, energy efficiency in wireless networks, sensor and ad hoc networking, network security, and application of game theory in computer networking problems.
Al-Sakib Khan Pathan 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. He is currently an Associate Professor at the Computer Science and Engineering (CSE) department, Southeast University (SEU), Bangladesh. He is also holding the position of Additional Director of the Internal Quality Assurance Cell (IQAC) at SEU. He is a Guest Lecturer for the STEP project at the Department of Technical and Vocational Education, Islamic University of Technology, Bangladesh since April 2018. Previously, he was with the Computer Science department at IIUM, Malaysia during 2010-2015 and with the CSE department at BRAC University, Bangladesh during 2009-2010. 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. He has served as a Chair and Committee Member in numerous international conferences/workshops including the top-tier and prestigious events 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. He is currently serving as the Series Editor of ICT Book series by CRC Press, Taylor & Francis, Editor-in-Chief of International Journal of Computers and Applications, Taylor & Francis, Associate Technical Editor of IEEE Communications Magazine, Editor of Ad Hoc and Sensor Wireless Networks, Old City Publishing, International Journal of Sensor Networks, Inderscience Publishers, and The International Arab Journal of Information Technology (IAJIT), Associate Editor of 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 16 published books. One of his books has been included twice in the 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, 2 other books were indexed with all the titles (chapters) in Elsevier's acclaimed abstract and citation database, Scopus, in February 2015 and a seventh book is 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 for several years since 2012; Elsevier Outstanding Reviewer for Computer Networks, FGCS, and JNCA in multiple years. He is a Senior Member of the Institute of Electrical and Electronics Engineers (IEEE), USA.
作者簡介(中文翻譯)
**Zubair Md. Fadlullah** 是日本東北大學資訊科學研究所(GSIS)的副教授。之前他於2011年至2017年擔任該所的助理教授。他也曾在孟加拉國的國際伊斯蘭科技大學(IUT)擔任計算機科學的教職。他是IEEE和ComSoc的資深會員。Fadlullah博士於2011年3月獲得東北大學應用資訊科學的博士學位。他透過在各種網路和通訊領域的學術期刊、雜誌和國際會議上發表的技術論文,對研究社群做出了顯著貢獻。他是幾本書的作者,並且共同編輯了多本書籍。作為對其卓越研究貢獻的認可,他於2011年3月獲得東北大學的院長獎和校長獎。他在2015年獲得IEEE COMSOC亞太年輕研究者獎,並於2016年獲得NEC研究鼓勵獎。他在多個會議中獲得最佳論文獎,包括ICNDC'16、GLOBECOM'14和IWCMC'09。他在2011-2012年獲得研究啟動資金,2013-2016年獲得WAKATE-B資金,2017-2019年獲得WAKTE-A資金,這些資金均來自日本學術振興會的科學研究補助金(Kakenhi)計畫。他是參與由日本學術振興會(JSPS)、中國國家自然科學基金(NSFC)和韓國國家研究基金(NRF)支持的A3前瞻計畫的日本團隊成員,該計畫匯聚了來自上述國家的網路和通訊領域的知名研究人員。Fadlullah是將於2018年7月在加拿大安大略省舉行的SG-IOT'18會議的總主席。他曾擔任SG-IOT'17的總主席,並在IEEE ICC'14的AHSN研討會中擔任共同主席,以及在WCSP'11的智慧電網邀請會議中擔任主席。他多年來一直擔任多個IEEE GC、ICC、PIMRC、WCNC和WCSP會議的技術委員會成員。目前,他擔任IEEE物聯網(IoT)期刊、IEEE車輛技術期刊(TVT)和IEEE網路雜誌的編輯。他也是英國Taylor & Francis的《計算機與應用期刊》的共同主編。他還曾擔任Ad hoc感測器和無線網路(AHSWN)期刊的編輯。他還積極協助多個知名IEEE期刊(包括TVT、TPDS、TSG)的編輯成員有效管理和分配審稿工作。他曾獲得IEEE TPDS頒發的「優秀審稿人」的優異服務證書。他的研究涵蓋廣泛的領域,包括智慧電網、無線網路中的能源效率、感測器和自組網路、網路安全,以及博弈論在計算機網路問題中的應用。
**Al-Sakib Khan Pathan** 於2009年在南韓的慶熙大學獲得計算機工程博士學位,並於2003年在孟加拉國的國際伊斯蘭科技大學(IUT)獲得計算機科學與資訊技術的學士學位。他目前是孟加拉國東南大學(SEU)計算機科學與工程(CSE)系的副教授,同時擔任SEU內部品質保證小組(IQAC)的附加主任。他自2018年4月以來擔任孟加拉國國際伊斯蘭科技大學技術與職業教育系STEP項目的客座講師。之前,他於2010年至2015年在馬來西亞的國際伊斯蘭大學(IIUM)計算機科學系工作,並於2009年至2010年在孟加拉國的BRAC大學CSE系任職。他還於2005年9月至2009年8月在南韓的慶熙大學網路實驗室擔任研究員,並在此完成了碩士學位,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的議題。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的出版物。他曾在多個國際會議/研討會中擔任主席和委員會成員,包括INFOCOM、GLOBECOM、ICC、LCN、GreenCom、AINA、WCNC、HPCS、ICA3PP、IWCMC、VTC、HPCC、SGIoT等頂尖和知名的活動。他因在IEEE GreenCom'13會議中的角色而獲得IEEE傑出領導獎。他目前擔任CRC Press、Taylor & Francis的ICT書系列的系列編輯,擔任《計算機與應用國際期刊》的主編,擔任IEEE通訊雜誌的副技術編輯,擔任Ad Hoc和感測器無線網路的編輯,擔任《感測器網路國際期刊》的編輯,擔任《國際阿拉伯資訊技術期刊》(IAJIT)的副編輯,並擔任《計算科學與工程國際期刊》的副編輯,擔任《通訊網路與資訊安全國際期刊》的區域編輯,擔任多個頂尖期刊的特刊客座編輯,並編輯/撰寫了16本已出版的書籍。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;3本書在2013年被IEEE通訊學會(IEEE ComSoc)列入通訊和資訊系統安全的最佳閱讀書單,另外2本書在2015年2月被Elsevier的著名摘要和引用數據庫Scopus索引,還有一本書從英文版翻譯成簡體中文。此外,他的2篇期刊論文和1篇會議論文在2013年被IEEE通訊學會(IEEE ComSoc)列入通訊和資訊系統安全的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。他因其審稿活動獲得了一些獎項,例如自2012年以來成為IAJIT最活躍的審稿人之一;在多個年份中獲得Elsevier計算機網路、FGCS和JNCA的優秀審稿人獎。他是美國電氣和電子工程師學會(IEEE)的資深會員。