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. Author manuscript; available in PMC: 2013 Dec 27.
Published in final edited form as: J Healthc Eng. 2013;4(2):10.1260/2040-2295.4.2.255. doi: 10.1260/2040-2295.4.2.255

Table 1.

Prediction accuracies of 10 classifiers for 5 cancer datasets using gene expression

Classifier Accuracy, %
MLL Leukemia Colon DLBCL Prostate
Decision Tree 93.02 96.84 99.77 92.21 99.35
1-nearest neighbor 99.65 98.74 99.91 99.67 89.95
3-nearest neighbor 99.26 97.71 99.83 99.69 89.83
5-nearest neighbor 99.47 97.81 99.79 99.66 94.89
SVM - Linear 99.89 99.40 99.67 99.47 94.84
SVM - Polynomial 99.37 99.01 99.93 99.45 89.90
SVM - Radial Basis 38.89 65.28 23.18 72.69 14.62
SVM - Sigmoid 37.12 70.6 20.41 75.33 15.54
Bagging 94.44 97.22 94.44 90.91 95
Random Forest 98.61 98.61 97.22 93.51 95