A NOTION OF CLUSTER WEIGHT INDEX
Journal: International Journal of Advanced Research in Engineering and Technology (IJARET) (Vol.11, No. 07)Publication Date: 2020-07-31
Authors : R Satya Ravindra Babu; Ravi Bhramaramba;
Page : 274-284
Keywords : K-Means Clustering; Clustering Indices;
Abstract
In this research investigation, the authors have presented a new type of Cluster Weight Index. Firstly, the author considers parameters like Cardinality of a Cluster, Ratio Of Sum Of Squares Between to Sum Of Squares Within (for a Cluster), Scatter of a Cluster, Separation (Davies Bouldin like Index) of a Cluster, Dunn like Index for a Cluster, and coins new parameters like Property Adherence Factor of a Cluster, Mass Of a Cluster, Density of a Cluster and normalizes these to construct a new parameter in the range of 0-1. The authors then construct a new General formula that accounts for the behavior of all these parameters together. Finally, this general formula parameter is also normalized again to arrive at the Cluster Weight Index of a Cluster of concern.
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