Cluster Generation Using Tabu Search Based
Maximum Descent Algorithm
Author(s)
J.S. Pan, S.C. Chu & Z.M. Lu
Abstract
The maximum descent (MD) algorithms have been proposed for clustering
objects. Compared with the traditional K-means (or GLA, or LEG) algorithm,
the MD algorithms achieve better clustering performance with far less
computation time. However, the searching of the optimal partitioning
hyperplane of a multidimensional cluster is a difficult problem in the MD
algorithms. In this paper, a new partition technique based on tabu search (TS)
approach is presented for the MD algorithms. Experimental results show that
the tabu search based MD algorithm can produce a better clustering
performance than the K-means and MD algorithms.
1 Introduction
Clustering plays an important role in data mining, pattern recognition and data
compression. One of the main applications
Keywords
Related Book
Other papers in this volume
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