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Although utilizing data mining for security and malware detection is shortly on the rise, most books on the subject current high-diploma theoretical discussions to the near exclusion of the smart factors. Breaking the mould, Data Mining Tools for Malware Detection provides a step-by-step breakdown of the easiest way to develop data mining tools for malware detection. Integrating precept with smart strategies and experimental outcomes, it focuses on malware detection functions for e-mail worms, malicious code, distant exploits, and botnets.
The authors describe the strategies they’ve designed and developed: e mail worm detection using data mining, a scalable multi-diploma perform extraction technique to detect malicious executables, detecting distant exploits using data mining, and stream-based identification of botnet guests by mining quite a few log info. For each of these tools, they factor the system construction, algorithms, effectivity outcomes, and limitations.
Discusses data mining for rising functions, along with adaptable malware detection, insider menace detection, firewall protection analysis, and precise-time data mining
Consists of four appendices that current a company foundation in data administration, protected methods, and the semantic web
Describes the authors’ tools for stream data mining
From algorithms to experimental outcomes, that is among the many few books that may in all probability be equally worthwhile to those in business, authorities, and academia. It ought to help technologists decide which tools to select for specific functions, managers will uncover methods to determine whether or not or not or to not proceed with a data mining enterprise, and builders will uncover revolutionary numerous designs for quite a lot of functions.
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