Table 1 Overall performance of leave-out-25% train-test process for each classifier on the GSE90496

From: Comparison of DNA methylation based classification models for precision diagnostics of central nervous system tumors

 

RF

kNN

NN

Class

Family

Class

Family

Class

Family

Accuracy

0.98

0.99

0.95

0.96

0.99

0.99

Accuracy null

0.05

0.11

0.06

0.11

0.06

0.12

Kappa

0.96

0.99

0.90

0.95

0.98

0.99

F1-score

0.97

0.98

0.88

0.90

0.98

0.99

Recall

0.97

0.98

0.86

0.88

0.98

0.99

Precision

0.96

0.985

0.90

0.92

0.98

0.995

Specificity

0.99

0.99

0.99

0.99

0.99

0.99