Research Output

Clonal selection from first principles.

  Clonal selection is the keystone of mainstream immunology
and computational systems based on immunological principles. For the
latter, clonal selection is often interpreted as an asexual variant of natural
selection, and thus, tend to be variations on evolutionary strategies.
Retro-fitting immunological sophistication and theoretical rigour onto
such systems has proved to be unwieldy. In this paper we assert the
primacy of competitive exclusion over selection and mutation; providing
theoretical analysis and empirical results that support our position.
We show our algorithm to be highly competitive with well-established
approximationandlearningtechniques;notablyfor large,high-dimensional
problems. We further argue that it provides concise, operational abstractions
of some influential theoretical immunology.

  • Date:

    30 November 2009

  • Publication Status:

    Published

  • Publisher

    Springer

  • DOI:

    10.1007/978-3-642-14547-6_3

  • Library of Congress:

    QA75 Electronic computers. Computer science

  • Dewey Decimal Classification:

    006.3 Artificial intelligence

Citation

McEwan, C. & Hart, E. (2009). Clonal selection from first principles. In Hart, E., McEwan, C., Timmis, J. & Hone, A. (Eds.). Artificial Immune Systems, Proceedings of 9th International Conference, ICARIS 2010, 18-32. doi:10.1007/978-3-642-14547-6_3. ISBN 978-3-642-14546-9

Authors

Keywords

Clonal selection; theoretical immunology; competitive exclusion;

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