JOURNAL ARTICLE

Clustering Genetic Algorithm

Petra Kudová

Year: 2007 Journal:   Proceedings - International Workshop on Database and Expert Systems Applications/Proceedings

Abstract

In this paper we present and study a clustering technique based on genetic algorithms Clustering Genetic Algorithm. Performance of the algorithm is demonstrated on experiments. We have shown that it outperforms the k-means algorithm on some tasks. In addition, it is capable of optimising the number of clusters for tasks with well formed and separated clusters.

Keywords:
Cluster analysis Computer science Genetic algorithm Algorithm Artificial intelligence Data mining Machine learning

Metrics

4
Cited By
0.78
FWCI (Field Weighted Citation Impact)
0
Refs
0.81
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Advanced Clustering Algorithms Research
Physical Sciences →  Computer Science →  Artificial Intelligence
Metaheuristic Optimization Algorithms Research
Physical Sciences →  Computer Science →  Artificial Intelligence

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