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. 2017 Aug 15;7:8303. doi: 10.1038/s41598-017-08235-z

Table 2.

Parameter selection result for cross validation training in three modeling algorithms.

Modeling algorithm Parameter Parameter range Parameter selected R package Function Training time (s)
RF mtry 2, 5, 8 2 randomForest randomForest() 715.38
ntree 500 500
NN decay 0, 0.1, 0.001 0.1 nnet nn() 544.37
size 2, 5, 9 9
SVM sigma 10(−3:0) 0.1 e1071 svm() 1245.94
c 10(1:3) 1000

Note: RF - Random Forest, NN - Neural Network, SVM - Support Vector Machine.