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An Automatic Labeling of K-means Clusters based on Chi-Square Value

Authors :
R Kusumaningrum
Farikhin
Source :
Journal of Physics: Conference Series. 801:012071
Publication Year :
2017
Publisher :
IOP Publishing, 2017.

Abstract

Automatic labeling methods in text clustering are widely implemented. However, there are limited studies in automatic cluster labeling for numeric data points. Therefore, the aim of this study is to develop a novel automatic cluster labeling of numeric data points that utilize analysis of Chi-Square test as its cluster label. We performed K-means clustering as a clustering method and disparity of Health Human Resources as a case study. The result shows that the accuracy of cluster labeling is about 89.14%.

Details

ISSN :
17426596 and 17426588
Volume :
801
Database :
OpenAIRE
Journal :
Journal of Physics: Conference Series
Accession number :
edsair.doi...........c0a83cda346ca4674e9878375d82f7e9
Full Text :
https://doi.org/10.1088/1742-6596/801/1/012071