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author:

Huang, Min-Ming (Huang, Min-Ming.) [1] | Lin, Bo-Gang (Lin, Bo-Gang.) [2] (Scholars:林柏钢)

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Abstract:

Regarding the problem that fuzzy c-means algorithm (FCM) was sensitive to the initial value and converging to the local infinitesimal point easily, applies genetic algorithm to optimization of the FCM algorithm. Firstly, the results of FCM will be sent to the genetic algorithm for optimization, then the new results again used in FCM to obtain the most advantage of the overall situation. The experimental result shows that the algorithm can effectively detect anomaly intrusions behavior of special target and be better than FCM algorithm, and have a strong global optimization and faster convergence speed.

Keyword:

Clustering algorithms Copying Fuzzy clustering Fuzzy systems Genetic algorithms Global optimization Intrusion detection

Community:

  • [ 1 ] [Huang, Min-Ming]College of Mathematics and Computer Science, Fuzhou University, Fuzhou 350108, China
  • [ 2 ] [Lin, Bo-Gang]College of Mathematics and Computer Science, Fuzhou University, Fuzhou 350108, China

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Source :

Journal on Communications

ISSN: 1000-436X

CN: 11-2102/TN

Year: 2009

Issue: 11 A

Volume: 30

Page: 140-145

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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