Data Science in Cybersecurity and Cyberthreat Intelligence
暫譯: 網路安全與網路威脅情報中的資料科學
Sikos, Leslie F., Choo, Kim-Kwang Raymond
- 出版商: Springer
- 出版日期: 2021-02-06
- 售價: $7,850
- 貴賓價: 9.5 折 $7,458
- 語言: 英文
- 頁數: 129
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3030387909
- ISBN-13: 9783030387907
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相關分類:
Data Science、資訊安全
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相關翻譯:
網絡安全和網絡威脅情報中的數據科學 (簡中版)
相關主題
商品描述
This book presents a collection of state-of-the-art approaches to utilizing machine learning, formal knowledge bases and rule sets, and semantic reasoning to detect attacks on communication networks, including IoT infrastructures, to automate malicious code detection, to efficiently predict cyberattacks in enterprises, to identify malicious URLs and DGA-generated domain names, and to improve the security of mHealth wearables. This book details how analyzing the likelihood of vulnerability exploitation using machine learning classifiers can offer an alternative to traditional penetration testing solutions. In addition, the book describes a range of techniques that support data aggregation and data fusion to automate data-driven analytics in cyberthreat intelligence, allowing complex and previously unknown cyberthreats to be identified and classified, and countermeasures to be incorporated in novel incident response and intrusion detection mechanisms.
商品描述(中文翻譯)
本書呈現了一系列最先進的方法,利用機器學習、正式知識庫和規則集,以及語意推理來檢測通信網絡上的攻擊,包括物聯網基礎設施,實現惡意代碼檢測的自動化,有效預測企業中的網絡攻擊,識別惡意網址和 DGA 生成的域名,並改善 mHealth 可穿戴設備的安全性。本書詳細說明了如何使用機器學習分類器分析漏洞利用的可能性,這可以作為傳統滲透測試解決方案的替代方案。此外,本書描述了一系列技術,支持數據聚合和數據融合,以自動化網絡威脅情報中的數據驅動分析,從而識別和分類複雜且先前未知的網絡威脅,並將對策納入新穎的事件響應和入侵檢測機制中。
作者簡介
Dr. Leslie F. Sikos is a computer scientist specializing in network forensics and cybersecurity applications powered by artificial intelligence and data science. He has worked in both academia and the industry and acquired hands-on skills in datacenter and cloud infrastructures, cyberthreat management, and firewall configuration. He regularly contributes to major cybersecurity projects in collaboration with the Defence Science and Technology Group of the Australian Government, CSIRO's Data61, and the CyberCRC. He is a reviewer of journals such as Computers & Security and Crime Science and chairs sessions at international conferences on AI in cybersecurity. Dr. Sikos holds professional certificates and is a member of industry-leading organizations, such as the ACM, the IEEE Special Interest Group on Big Data for Cyber Security and Privacy, and the IEEE Computer Society Technical Committee on Security and Privacy.
Prof. Kim-Kwang Raymond Choo received a Ph.D. in Information Security in 2006 from the Queensland University of Technology, Australia. He currently holds a Cloud Technology Endowed Professorship at The University of Texas at San Antonio, USA, and has a courtesy appointment at the University of South Australia, Australia. He serves on the editorial board of Computers & Electrical Engineering, Computers & Security, Cluster Computing, Digital Investigation, IEEE Access, IEEE Blockchain Newsletter, IEEE Cloud Computing, IEEE Communications Magazine, IEEE Transactions on Big Data, Future Generation Computer Systems, Journal of Network and Computer Applications, PLoS ONE, Soft Computing, etc. He also serves as the Special Issue Guest Editor of ACM Transactions on Embedded Computing Systems (2017), ACM Transactions on Internet Technology (2016), Applied Soft Computing (2018), Computers & Electrical Engineering (2017), Computers & Security (2018), Digital Investigation (2016), Future Generation Computer Systems (2016, 2018), IEEE Access (2017, 2018), IEEE Cloud Computing (2015), IEEE Communications Magazine (2018), IEEE Network (2016), IEEE Transactions on Cloud Computing (2017), IEEE Transactions on Dependable and Secure Computing (2017), IEEE Transactions on Industrial Informatics (2018), Journal of Computational Science (2018), Journal of Computer and System Sciences (2017), Multimedia Tools and Applications (2017), Personal and Ubiquitous Computing (2017), Pervasive and Mobile Computing (2016), Wireless Personal Communications (2017), etc. In 2016, he was named the Cybersecurity Educator of the Year - APAC (Cybersecurity Excellence Awards are produced in cooperation with the Information Security Community on LinkedIn), and in 2015, he and his team won the Digital Forensics Research Challenge organized by the University of Erlangen-Nuremberg, Germany. He is the recipient of the 2018 UTSA College of Business Col. Jean Piccione and Lt. Col. Philip Piccione Endowed Research Award for Tenured Faculty, IEEE TrustCom 2018 Best Paper Award, ESORICS 2015 Best Research Paper Award, 2014 Highly Commended Award by the Australia New Zealand Policing Advisory Agency, Fulbright Scholarship in 2009, 2008 Australia Day Achievement Medallion, and British Computer Society's Wilkes Award in 2008. He is also a Fellow of the Australian Computer Society and an IEEE Senior Member.
作者簡介(中文翻譯)
Dr. Leslie F. Sikos 是一位專注於網路取證和由人工智慧及數據科學驅動的網路安全應用的計算機科學家。他在學術界和業界都有工作經驗,並獲得了數據中心和雲基礎設施、網路威脅管理以及防火牆配置的實務技能。他定期與澳大利亞政府的國防科學與技術集團、CSIRO的Data61以及CyberCRC合作,為主要的網路安全專案做出貢獻。他是《Computers & Security》和《Crime Science》等期刊的審稿人,並在國際會議上擔任有關網路安全中人工智慧的會議主席。Dr. Sikos擁有專業證書,並且是行業領先組織的成員,如ACM、IEEE網路安全與隱私大數據特別興趣小組,以及IEEE計算機學會安全與隱私技術委員會。
Prof. Kim-Kwang Raymond Choo於2006年在澳大利亞昆士蘭科技大學獲得資訊安全博士學位。他目前在美國德克薩斯州聖安東尼奧大學擔任雲技術贊助教授,並在澳大利亞南澳大學擁有名譽職位。他擔任《Computers & Electrical Engineering》、《Computers & Security》、《Cluster Computing》、《Digital Investigation》、《IEEE Access》、《IEEE Blockchain Newsletter》、《IEEE Cloud Computing》、《IEEE Communications Magazine》、《IEEE Transactions on Big Data》、《Future Generation Computer Systems》、《Journal of Network and Computer Applications》、《PLoS ONE》、《Soft Computing》等期刊的編輯委員會成員。他還擔任ACM《Transactions on Embedded Computing Systems》(2017年)、ACM《Transactions on Internet Technology》(2016年)、《Applied Soft Computing》(2018年)、《Computers & Electrical Engineering》(2017年)、《Computers & Security》(2018年)、《Digital Investigation》(2016年)、《Future Generation Computer Systems》(2016年、2018年)、《IEEE Access》(2017年、2018年)、《IEEE Cloud Computing》(2015年)、《IEEE Communications Magazine》(2018年)、《IEEE Network》(2016年)、《IEEE Transactions on Cloud Computing》(2017年)、《IEEE Transactions on Dependable and Secure Computing》(2017年)、《IEEE Transactions on Industrial Informatics》(2018年)、《Journal of Computational Science》(2018年)、《Journal of Computer and System Sciences》(2017年)、《Multimedia Tools and Applications》(2017年)、《Personal and Ubiquitous Computing》(2017年)、《Pervasive and Mobile Computing》(2016年)、《Wireless Personal Communications》(2017年)等期刊的特刊客座編輯。2016年,他被評選為亞太地區的年度網路安全教育者(網路安全卓越獎由LinkedIn上的資訊安全社群合作頒發),2015年,他和他的團隊贏得了德國埃爾朗根-紐倫堡大學舉辦的數位取證研究挑戰賽。他是2018年UTSA商學院Col. Jean Piccione和Lt. Col. Philip Piccione終身研究獎的獲得者,IEEE TrustCom 2018最佳論文獎,ESORICS 2015最佳研究論文獎,2014年澳大利亞新西蘭警務諮詢機構頒發的高度表彰獎,2009年富布賴特獎學金,2008年澳大利亞日成就獎勳章,以及2008年英國計算機學會的Wilkes獎。他也是澳大利亞計算機學會的院士及IEEE高級會員。