TY - GEN
T1 - A novel classification method based on artificial immune system and quantum mechanics theory
AU - Liling, Ma
AU - Zhang, Zhao
AU - Zhou, Xiaohang
AU - Wang, Junzheng
PY - 2009
Y1 - 2009
N2 - Inspired by natural immune systems, Artificial Immune System (AIS) is an emerging kind of computational intelligence paradigm. The traditional immune algorithm and Ai-net for clustering still have the problems of training time-consumption and accuracy. In this paper, AIS Algorithm is improved with Quantum Mechanics theory and the Schrödinger equation to add the idea of the energy level into the immune net. The analysis and simulation data are taken from UCI data. It is proved that the accuracy of the artificial immune system is improved, while gaining better training speed compared with the one with border methods such as SVM at the same degree of precision.
AB - Inspired by natural immune systems, Artificial Immune System (AIS) is an emerging kind of computational intelligence paradigm. The traditional immune algorithm and Ai-net for clustering still have the problems of training time-consumption and accuracy. In this paper, AIS Algorithm is improved with Quantum Mechanics theory and the Schrödinger equation to add the idea of the energy level into the immune net. The analysis and simulation data are taken from UCI data. It is proved that the accuracy of the artificial immune system is improved, while gaining better training speed compared with the one with border methods such as SVM at the same degree of precision.
KW - Artificial immune system
KW - Clustering
KW - Computational intelligence
KW - Energy level
KW - Quantum mechanics theory
UR - http://www.scopus.com/inward/record.url?scp=77949289033&partnerID=8YFLogxK
U2 - 10.1109/CIS.2009.138
DO - 10.1109/CIS.2009.138
M3 - Conference contribution
AN - SCOPUS:77949289033
SN - 9780769539317
T3 - CIS 2009 - 2009 International Conference on Computational Intelligence and Security
SP - 11
EP - 14
BT - CIS 2009 - 2009 International Conference on Computational Intelligence and Security
T2 - 2009 International Conference on Computational Intelligence and Security, CIS 2009
Y2 - 11 December 2009 through 14 December 2009
ER -