pred.values {Immigrate}

pred.values

Description

This function performs some statistical value prediction

Usage

pred.values(y_train, y_test, pred_train, pred_test)

Arguments

y_train

label vector for training data

y_test

label vector for test data

pred_train

predicted probabilities for training data

pred_test

predicted probabilities for test data

Value

AUC_train

AUC for training data

AUC_test

AUC for test data

accuracy_test

accuracy for test data

precision_test

precision for test data

recall_test

recall for test data

F1_test

F1 score for test data

thre

threshold to separate two labels, obtained from training data

Examples

y_train<-c(0,1,0,1,0,1)
y_test<-c(0,1,0,1)
pred_train<-c(0.77,0.89,0.32,0.96,0.10,0.67)
pred_test<-c(0.68,0.75,0.50,0.81)
re<-pred.values(y_train,y_test,pred_train,pred_test)
print(re)