based on clonalselection principle and the immunodominance theory, a new immune clusteringalgorithm, Immunodomaince basedclonalselectionclusteringalgorithm (ICSCA) is proposed in this paper. An immunodomaince op...
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ISBN:
(纸本)9781424481262
based on clonalselection principle and the immunodominance theory, a new immune clusteringalgorithm, Immunodomaince basedclonalselectionclusteringalgorithm (ICSCA) is proposed in this paper. An immunodomaince operator is introduced to the clonalselectionalgorithm, which can realize on-line gaining prior knowledge and sharing information among different antibodies. The proposed method has been extensively compared with Fuzzy C-means (FCM), Genetic algorithmbased FCM (GAFCM) and clonalselectionalgorithmbased FCM (CSAFCM) over a test suit of several real life datasets and synthetic datasets. The result of experiment indicates the superiority of the ICSCA over FCM, GAFCM and CSAFCM on stability and reliability for its ability to avoid trapping in local optimum.
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