Artificial Immune System: Applications in Computer Security by Ying Tan

By Ying Tan

This ebook bargains with malware detection when it comes to man made Immune process (AIS), and provides a couple of AIS versions and immune-based function extraction techniques in addition to their purposes in machine security

  • Covers the entire present achievements in desktop protection in response to immune rules, that have been bought by way of the Computational Intelligence Laboratory of Peking college, China
  • Includes state of the art details on designing and constructing man made immune structures (AIS) and AIS-based suggestions to machine defense issues
  • Presents new ideas resembling immune possibility conception, immune concentration,  and class-wise info achieve (CIG) 

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5 Artificial Immune System Models and Algorithms 7 the clonal selection mechanism of the artificial immune system [8,9]. In the B cell cloning process, according to the affinity, clonal selection algorithm in the vicinity of the candidate to produce a variation of individual clones as a population of indi­ viduals for expanding the search. , avoid falling into local minima [10], then leads to improving the optimization speed of the algorithm [11]. Application of biological diversity mechanism in the immune system helps to improve the global search ability of optimization algorithms and accelerates their convergence speeds.

C∗ ˆ C ∗ ∪a∗ 14. End for 15. Select the best antibodies from C∗; replace M with the best set. 16. Randomly generate the candidate antibody set Nd with size d. 17. Replace the d antibodies with lowest affinities in Pr and M with antibodies in Nd. 18. End while. On the basis of De Castro and Von Zuben’s work, researchers have proposed a number of clonal selection algorithm variants. The clonal selection algorithm gradu­ ally becomes an important branch of artificial immune system. Cutello and Nicosia [19] gave a new strategy to maintain diversity.

We believe that the features of the immune system are the roots and original springs for us to build perfect computer security systems. 1 Overview Biological immune system (BIS) is a highly complex, distributed, and parallel natu­ ral system with multiple levels, which can identify the self, exclude the nonself, for maintaining security and stability in the biological environment. It makes use of innate immunity and adaptive immunity to generate accurate immune response against the invading antigens.

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