Artificial immune systems - Today and tomorrow

被引:96
作者
Timmis J. [1 ]
机构
[1] Department of Computer Science, University of York, Heslington
关键词
Artificial immune system; Future directions; Position paper;
D O I
10.1007/s11047-006-9029-1
中图分类号
学科分类号
摘要
In this position paper, we argue that the field of artificial immune systems (AIS) has reached an impasse. For many years, immune inspired algorithms, whilst having some degree of success, have been limited by the lack of theoretical advances, the adoption of a naive immune inspired approach and the limited application of AIS to challenging problems. We review the current state of the AIS approach, and suggest a number of challenges to the AIS community that can be undertaken to help move the area forward. © Springer Science+Business Media, Inc. 2006.
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页码:1 / 18
页数:17
相关论文
共 66 条
[1]  
Bentley P., Greensmith J., Ujin S., Two ways to grow artificial tissue, Proceedings of the 4th International Conference on Artificial Immune Systems, Vol 3627 of LNCS, pp. 139-152, (2005)
[2]  
Berek C., Ziegner M., The maturation of the immune response, Immunol Today, 14, pp. 200-402, (1993)
[3]  
Bersini H., Immune network and adaptive control, Proceedings of the 1st European Conference on Artificial Life (ECAL), pp. 217-226, (1991)
[4]  
Bersini H., Reinforcement and recruitment learning for adaptive process control, Proc Int Fuzzy Association Conference (IFAC/IFIP/IMACS) on Artificial Intelligence in Real Time Control, pp. 331-337, (1992)
[5]  
Bersini H., Varela F., The Immune Learning Mechansims: Recruitment, Reinforcement and Their Applications, (1994)
[6]  
Besendovsky H.O., del Ray A., Immune-neuro-endocrine interactions: Facts and hypotheses, Nature, 249, pp. 356-358, (1996)
[7]  
Brzezniak Z., Zastawniak T., Basic Stochastic Processes, (1999)
[8]  
Burnet F., The Clonal Selection Theory of Acquired Immunity, (1959)
[9]  
Clark E., Hone A., Timmis J., A markov chain model of the b-cell algorithm, Proceedings of the 4th International Conference on Artificial Immune Systems, 3627, pp. 318-330, (2005)
[10]  
Cohen I.R., Tending Adam's Garden: Evolving the Cognitive Immune Self, (2000)