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Table 1 Ranking performances of nine methods with three datasets

From: Single_cell_GRN: gene regulatory network identification based on supervised learning method and Single-cell RNA-seq data

   SVM + poly SVM + rbf SVM + linear RF DT GBDT KNN LR NB
LOOCV Data1 1 2 3 7 8 9 5 4 6
Data2 4 6 3 2 8 7 1 9 5
Data3 4 5 3 1 8 6 2 9 7
threefold cross validation Data1 2 1 3 9 8 7 6 5 4
Data2 4 5 3 6 8 7 2 9 1
Data3 6 4 5 1 7 3 2 9 8
fivefold cross validation Data1 3 2 1 7 8 9 5 6 4
Data2 5 6 3 2 8 7 1 9 4
Data3 3 6 5 1 8 4 2 9 7
tenfold cross validation Data1 2 1 3 6 9 7 8 4 5
Data2 5 6 3 4 8 7 1 9 2
Data3 3 5 4 1 8 6 2 9 7
Average ranking   3.5 4.1 3.25 3.9 8 6.6 3.1 7.6 5