Hardware Approach for Generating b-detectors by Immune-Based Algorithms - Computer Information Systems and Industrial Management
Conference Papers Year : 2014

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

Maciej Brzozowski
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  • PersonId : 994968
Andrzej Chmielewski
  • Function : Author
  • PersonId : 994969

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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hal-01405656 , version 1 (30-11-2016)

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Maciej Brzozowski, Andrzej Chmielewski. Hardware Approach for Generating b-detectors by Immune-Based Algorithms. 13th IFIP International Conference on Computer Information Systems and Industrial Management (CISIM), Nov 2014, Ho Chi Minh City, Vietnam. pp.615-623, ⟨10.1007/978-3-662-45237-0_56⟩. ⟨hal-01405656⟩
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