Hardware Approach for Generating b-detectors by Immune-Based Algorithms

Abstract : The most interesting feature of negative selection algorithms is ability for detecting novel, never met anomalies. This is especially important in security systems like intrusion detection, spam, virus detection, etc. However, the main problem is scalability which occurs for both: binary and real-valued representation. This paper describes a hardware implementations of the process of generating b-detectors which allows for a fast generation the receptors as well as a very fast recognition of anomalies in high-dimensional datasets.
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Khalid Saeed; Václav Snášel. 13th IFIP International Conference on Computer Information Systems and Industrial Management (CISIM), Nov 2014, Ho Chi Minh City, Vietnam. Springer, Lecture Notes in Computer Science, LNCS-8838, pp.615-623, 2014, Computer Information Systems and Industrial Management. 〈10.1007/978-3-662-45237-0_56〉
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Maciej Brzozowski, Andrzej Chmielewski. Hardware Approach for Generating b-detectors by Immune-Based Algorithms. Khalid Saeed; Václav Snášel. 13th IFIP International Conference on Computer Information Systems and Industrial Management (CISIM), Nov 2014, Ho Chi Minh City, Vietnam. Springer, Lecture Notes in Computer Science, LNCS-8838, pp.615-623, 2014, Computer Information Systems and Industrial Management. 〈10.1007/978-3-662-45237-0_56〉. 〈hal-01405656〉

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