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Table 1 Clustering accuracy of various methods on leukemia data

From: A unified computational model for revealing and predicting subtle subtypes of cancers

Methods

AML vs ALLs

AMLs vs B cell ALLs vs T cell ALLs

OTCC

98%

96%

k-means*

98%

71%

Spectral clustering in jClust

97%

85%

Affinity propagation in jClust^

97%

94%

Hierarchical clustering

98%

76%

  1. *k-means was run 1000 times and the accuracy was calculated based on running with the minimal objective function; ^, if affinity propagation generated more than predefined clusters, similar clusters would be merged to calculate the accuracy.