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This book is focused on the use of deep learning (DL) and artificial intelligence (AI) as tools to advance the fields of malware detection and analysis. The individual chapters of the book deal with a wide variety of state-of-the-art AI and DL techniques, which are applied to a number of challenging malware-related problems. DL and AI based approaches to malware detection and analysis are largely data driven and hence minimal expert domain knowledge of malware is needed. This book fills a gap between the emerging fields of DL/AI and malware analysis. It covers a broad range of modern and practical DL and AI techniques, including frameworks and development tools enabling the audience to innovate with cutting-edge research advancements in a multitude of malware (and closely related) use cases.
This book constitutes the refereed proceedings of the 6th International Conference on Detection of Intrusions and Malware, and Vulnerability Assessment, DIMVA 2009, held in Milan, Italy, in July 2009. The 10 revised full papers presented together with three extended abstracts were carefully selected from 44 initial submissions. The papers are organized in topical sections on malware and SPAM, emulation-based detection, software diversity, harnessing context, and anomaly detection.
This book constitutes the refereed proceedings of the 8th International Conference on Detection of Intrusions and Malware, and Vulnerability Assessment, DIMVA 2011, held in Amsterdam, the Netherlands, in July 2011. The 11 full papers presented together with two short papers were carefully reviewed and selected from 41intial submissions. The papers are organized in topical sections on network security, attacks, Web security, and host security.
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 b...
This book provides fresh insights into the cutting edge of multimedia data mining, reflecting how the research focus has shifted towards networked social communities, mobile devices and sensors. The work describes how the history of multimedia data processing can be viewed as a sequence of disruptive innovations. Across the chapters, the discussion covers the practical frameworks, libraries, and open source software that enable the development of ground-breaking research into practical applications. Features: reviews how innovations in mobile, social, cognitive, cloud and organic based computing impacts upon the development of multimedia data mining; provides practical details on implementing the technology for solving real-world problems; includes chapters devoted to privacy issues in multimedia social environments and large-scale biometric data processing; covers content and concept based multimedia search and advanced algorithms for multimedia data representation, processing and visualization.
"[Hewett] provides generously varied approaches to living with the death of a loved one, reflecting her belief that grief is a process that connects body, mind and spirit. . . . The book is designed to provide an array of constructive, creative ways for mourners to spend their time as they move toward adjustment and reconciliation. . . . [R]eaders may select the ones most compatible with their own beliefs and lifestyles." --Kirkus Indie Review When grief hits, we hurt. What can we do about the pain of grief? Dr. Hewett explains that grief and mourning are not the same thing--grief is passive (it happens to us) and mourning is active (we do something with the grief). More Good Words: Practica...
This book includes an introduction to 1940-1960 and primary and secondary sources on the major events of the 1940s and 1950s, from the bombing of Pearl Harbor to the launch of Sputnik by the Soviets.