Abstract
This chapter proposes a generalized model of formal immune network (FIN) based on self-organizing features of apoptosis (programmed cell death) and autoimmunization both induced by cytokines (messenger proteins). The chapter also describes real-world applications of such FIN to intrusion detection in computer networks and forecast of hydro-physical fields in the ocean. The obtained results demonstrate that FIN outperforms (by training time and accuracy) other approaches of computational intelligence as well as more conventional methods of interpolation.
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Tarakanov, A.O., Borisova, A.V. (2013). Formal Immune Networks: Self-Organization and Real-World Applications. In: Prokopenko, M. (eds) Advances in Applied Self-Organizing Systems. Advanced Information and Knowledge Processing. Springer, London. https://doi.org/10.1007/978-1-4471-5113-5_12
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DOI: https://doi.org/10.1007/978-1-4471-5113-5_12
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