Artificial Immune Systems:An Emerging Technology Congress on Evolutionary Computation 2001. Seoul,Korea. Dr.Jonathan Timmis Computing Laboratory University of Kent at Canterbury England.UK J.Timmis@ukc.ac.uk http:/www.cs.ukc.ac.uk/people/staff/jt6
Artificial Immune Systems: An Emerging Technology Dr. Jonathan Timmis Computing Laboratory University of Kent at Canterbury England. UK. J.Timmis@ukc.ac.uk http:/www.cs.ukc.ac.uk/people/staff/jt6 Congress on Evolutionary Computation 2001. Seoul, Korea
Tutorial Overview 一--一一--一一-0-一一-0-一一--一一- 一一--一一--一一--一一- What are Artificial Immune Systems? Background immunology .Why use the immune system as a metaphor *Immune Metaphors employed 张Review of AIS work ◆Applications More blue sky research CEC 2001 Artificial Immune Systems
CEC 2001 Artificial Immune Systems Tutorial Overview What are Artificial Immune Systems? Background immunology Why use the immune system as a metaphor Immune Metaphors employed Review of AIS work Applications More blue sky research
Immune metaphors --一一--一一-- Other areas Idea! Idea Immune System Artificial Immune Systems CEC 2001 Artificial Immune Systems
CEC 2001 Artificial Immune Systems Immune metaphors Immune System Idea! Idea ‘ Other areas Artificial Immune Systems
Artificial Immune Systems -一一--一一--一一--一一-0 Relatively new branch of computer science ◆Some history Using natural immune system as a metaphor for solving computational problems .Not modelling the immune system Variety of applications so far .Fault diagnosis (Ishida) Computer security (Forrest,Kim) .Novelty detection(Dasgupta) Robot behaviour (Lee) .Machine learning(Hunt,Timmis,de Castro) CEC 2001 Artificial Immune Systems
CEC 2001 Artificial Immune Systems Artificial Immune Systems Relatively new branch of computer science Some history Using natural immune system as a metaphor for solving computational problems Not modelling the immune system Variety of applications so far … Fault diagnosis (Ishida) Computer security (Forrest, Kim) Novelty detection (Dasgupta) Robot behaviour (Lee) Machine learning (Hunt, Timmis, de Castro)
Why the Immune System? 装Recognition ◆Anomaly detection ◆Noise tolerance 米Robustness 袋Feature extraction 米 Diversity Reinforcement learning 米Memory 米Distributed 米Multi-layered 张Adaptive CEC 2001 Artificial Immune Systems
CEC 2001 Artificial Immune Systems Why the Immune System? Recognition Anomaly detection Noise tolerance Robustness Feature extraction Diversity Reinforcement learning Memory Distributed Multi-layered Adaptive