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stat.ML2015
Maximum Likelihood Estimation for Single Linkage Hierarchical Clustering
Dekang Zhu, Dan P. Guralnik, Xuezhi Wang +2
We derive a statistical model for estimation of a dendrogram from single linkage hierarchical clustering (SLHC) that takes account of uncertainty through noise or corruption in the…
stat.ML2015★ 1 cited
Statistical Properties of the Single Linkage Hierarchical Clustering Estimator
Dekang Zhu, Dan P. Guralnik, Xuezhi Wang +2
Distance-based hierarchical clustering (HC) methods are widely used in unsupervised data analysis but few authors take account of uncertainty in the distance data. We incorporate a…