Artificial Immune Systems (AIS) - A New Paradigm for Heuristic Decision Making

Over the last few years, more and more heuristic decision making techniques have been inspired by nature, e.g. evolutionary algorithms, ant colony optimisation and simulated annealing. More recently, a novel computational intelligence technique inspired by immunology has emerged, called Artificial Immune Systems (AIS). This immune system inspired technique has already been useful in solving some computational problems. In this keynote, we will very briefly describe the immune system metaphors that are relevant to AIS. We will then give some illustrative real-world problems suitable for AIS use and show a step-by-step algorithm walkthrough. A comparison of AIS to other well-known algorithms and areas for future work will round this keynote off. It should be noted that as AIS is still a young and evolving field, there is not yet a fixed algorithm template and hence actual implementations might differ somewhat from the examples given here.

[1]  Fernando José Von Zuben,et al.  Learning and optimization using the clonal selection principle , 2002, IEEE Trans. Evol. Comput..

[2]  N K Jerne,et al.  Towards a network theory of the immune system. , 1973, Annales d'immunologie.

[3]  Alan S. Perelson,et al.  The Evolution of Emergent Organization in Immune System Gene Libraries , 1995, ICGA.

[4]  Alan S. Perelson,et al.  Self-nonself discrimination in a computer , 1994, Proceedings of 1994 IEEE Computer Society Symposium on Research in Security and Privacy.

[5]  Jerne Nk Towards a network theory of the immune system. , 1974 .

[6]  Alan S. Perelson,et al.  The immune system, adaptation, and machine learning , 1986 .

[7]  Uwe Aickelin,et al.  A recommender system based on the immune network , 2002, Proceedings of the 2002 Congress on Evolutionary Computation. CEC'02 (Cat. No.02TH8600).

[8]  Scott J. Tilden Architecture for Art , 2004 .

[9]  LindenGreg,et al.  Amazon.com Recommendations , 2003 .

[10]  G. Weisbuch,et al.  Immunology for physicists , 1997 .

[11]  D. Dasgupta Artificial Immune Systems and Their Applications , 1998, Springer Berlin Heidelberg.

[12]  P. Delves,et al.  The Immune System , 2000 .