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Author:

Du, Hai-Feng (Du, Hai-Feng.) | Jiao, Li-Cheng (Jiao, Li-Cheng.) | Wang, Sun-An (Wang, Sun-An.)

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Scopus EI SCOPUS

Abstract:

Based on the clonal selection theory, the main mechanisms of clone in immune system, which will be explored in the field of artificial intelligence, are analyzed in this paper. A new artificial immune system algorithm, Antibody Clone Algorithm, is put forward. Compared with an improved gene algorithm, the new algorithm is shown to be an evolutionary strategy capable of solving complex machine learning tasks, like multi-modal optimization. And using the theories of Markov Chain, it is proofed that the antibody clone algorithm is convergent.

Keyword:

Artificial immune system Artificial intelligence Clone Gene algorithms

Author Community:

  • [ 1 ] [Jiao, Li-Cheng]Xidian University,Xi'an,China
  • [ 2 ] [Wang, Sun-An]Xi'an Jiaotong University, School of Mechanical Engineering,Xi'an,China

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Source :

Proceedings of 2002 International Conference on Machine Learning and Cybernetics

ISSN: 9780780375086

Year: 2002

Publish Date: 2002-12-01

Volume: 1

Page: 506-510

Language: English

Cited Count:

WoS CC Cited Count: 101

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 13

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