By Mehedy Masud,Latifur Khan,Bhavani Thuraisingham
Although using info mining for protection and malware detection is readily at the upward push, such a lot books at the topic supply high-level theoretical discussions to the close to exclusion of the sensible points. Breaking the mould, Data Mining instruments for Malware Detection offers a step by step breakdown of the way to strengthen information mining instruments for malware detection. Integrating thought with sensible recommendations and experimental effects, it specializes in malware detection functions for e-mail worms, malicious code, distant exploits, and botnets.
The authors describe the platforms they've got designed and constructed: e-mail bug detection utilizing information mining, a scalable multi-level function extraction strategy to realize malicious executables, detecting distant exploits utilizing facts mining, and flow-based id of botnet site visitors via mining a number of log records. for every of those instruments, they element the process structure, algorithms, functionality effects, and barriers.
- Discusses information mining for rising purposes, together with adaptable malware detection, insider danger detection, firewall coverage research, and real-time facts mining
- Includes 4 appendices that supply an organization origin in info administration, safe structures, and the semantic web
- Describes the authors’ instruments for circulate information mining
From algorithms to experimental effects, this is often one of many few books that may be both necessary to these in undefined, executive, and academia. it is going to aid technologists make a decision which instruments to choose for particular functions, managers will easy methods to ascertain even if to continue with a knowledge mining venture, and builders will locate leading edge substitute designs for more than a few applications.
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