2015 · 13 citations · 6 references
ComputingComputer ScienceComputer VisionData MiningMachine LearningCluster DetectionClustered Data AnalysisImage AnalysisSpatial ClusteringVisual Data MiningCluster AnalysisClusteringClustering AlgorithmsClustering AnalysisK-means Clustering
In order to the find the close association between the density of data points, in the given data set of pixels of an image, clustering provides an easy analysis and proper validation. In this paper various clustering techniques along with some clustering algorithms are described. Further k-means algorithm, its limitations and a new approach of clustering called as M-step clustering that may overcomes these limitations of k-means is included.
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An improved K-Means clustering algorithm
Juntao Wang, Xiaolong Su · 2011 · 168 citations
A SURVEY ON PARTITION CLUSTERING ALGORITHMS
S. Anitha Elavarasi, J. Akilandeswari · 2011 · 56 citations