Anomaly Detection as a Service by Danfeng Yao

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Summary

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.

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Anomaly Detection as a Service by Danfeng Yao

Preface.- Acknowledgments.- Introduction.- Threat Models.- Local vs. Global Program Anomaly Detection.- Program Analysis in Data-driven Anomaly Detection.- Anomaly Detection in Cyber-Physical Systems.- Anomaly Detection on Network Traffic.- Automation and Evaluation for Anomaly Detection Deployment.- Anomaly Detection from the Industry's Perspective.- Exciting New Problems and Opportunities.- Bibliography.- Authors' Biographies.- Index.

Danfeng (Daphne) Yao is an Associate Professor of Computer Science at Virginia Tech. In the past decade, she has worked on designing and developing data-driven anomaly detection techniques for securing networked systems against stealthy exploits and attacks. Her expertise also includes software security, mobile security, cloud security, and applied cryptography. Professor Yao received her Ph.D. in Computer Science from Brown University.

Professor Yao is an Elizabeth and James E. Turner Jr. '56 Faculty Fellow and L-3 Faculty Fellow. She received the NSF CAREER Award in 2010 for her work on human-behavior driven malware detection, and the ARO Young Investigator Award for her semantic reasoning for mission-oriented security work in 2014. She received several Best Paper Awards and Best Poster Awards. She was given the Award for Technological Innovation from Brown University in 2006. She holds multiple U.S. patents for her anomaly detection technologies.

Professor Yao is an Associate Editor of IEEE Transactions on Dependable and Secure Computing (TDSC). She serves as the PC member in numerous computer security conferences, including ACM CCS, IEEE Security & Privacy Symposium. She has over 85 peer-reviewed publications in major security and privacy conferences and journals. Daphne is an active member of the security research community. She serves as the Secretary/Treasurer at ACM Special Interest Group on Security, Audit and Control (SIGSAC).

SKU Unavailable
ISBN 13 9783031012266
ISBN 10 3031012267
Title Anomaly Detection as a Service
Author Danfeng Yao
Series Synthesis Lectures On Information Security Privacy And Trust
Condition Unavailable
Binding Type Paperback
Publisher Springer International Publishing AG
Year published 2017-10-24
Number of pages 157
Cover note Book picture is for illustrative purposes only, actual binding, cover or edition may vary.