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Titlebook: Anomaly Detection as a Service; Challenges, Advances Danfeng Daphne Yao,Xiaokui Shu,Salvatore J. Stolfo Book 2018 Springer Nature Switzerla

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期刊全称Anomaly Detection as a Service
期刊简称Challenges, Advances
影响因子2023Danfeng Daphne Yao,Xiaokui Shu,Salvatore J. Stolfo
视频video
学科分类Synthesis Lectures on Information Security, Privacy, and Trust
图书封面Titlebook: Anomaly Detection as a Service; Challenges, Advances Danfeng Daphne Yao,Xiaokui Shu,Salvatore J. Stolfo Book 2018 Springer Nature Switzerla
影响因子.Anomaly detection has been a long-standing security approach with versatile applications, ranging from securing server programs in critical environments, to detecting insider threats in enterprises, to anti-abuse detection for online social networks. Despite the seemingly diverse application domains, anomaly detection solutions share similar technical challenges, such as how to accurately recognize various normal patterns, how to reduce false alarms, how to adapt to concept drifts, and how to minimize performance impact. They also share similar detection approaches and evaluation methods, such as feature extraction, dimension reduction, and experimental evaluation...The main purpose of this book is to help advance the real-world adoption and deployment anomaly detection technologies, by systematizing the body of existing knowledge on anomaly detection. This book is focused on data-driven anomaly detection for software, systems, and networks against advanced exploits and attacks, but also touches on a number of applications, including fraud detection and insider threats. We explain the key technical components in anomaly detection workflows, give in-depth description of the state-o
Pindex Book 2018
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Program Analysis in Program Analysis in Detection,ibing a couple of examples that use static program analysis in machine learning algorithms. The related description on using static dependency analysis for securing control programs in cyber-physical systems (CPS) is given in Chapter 5.
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