Rapid Calculation of Model Metrics


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Documentation for package ‘ModelMetrics’ version 1.2.2.2

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auc Area Under the Curve
auc.default Area Under the Curve
auc.gbm Area Under the Curve
auc.glm Area Under the Curve
auc.glmerMod Area Under the Curve
auc.randomForest Area Under the Curve
auc.rpart Area Under the Curve
brier Brier Score
brier.default Brier Score
brier.gbm Brier Score
brier.glm Brier Score
brier.glmerMod Brier Score
brier.randomForest Brier Score
brier.rpart Brier Score
ce Classification error
ce.default Classification error
ce.gbm Classification error
ce.glm Classification error
ce.glmerMod Classification error
ce.lm Classification error
ce.randomForest Classification error
ce.rpart Classification error
confusionMatrix Confusion Matrix
f1Score F1 Score
fScore F Score
gini GINI Coefficient
gini.default GINI Coefficient
gini.gbm GINI Coefficient
gini.glm GINI Coefficient
gini.glmerMod GINI Coefficient
gini.randomForest GINI Coefficient
gini.rpart GINI Coefficient
kappa kappa statistic
logLoss Log Loss
logLoss.default Log Loss
logLoss.gbm Log Loss
logLoss.glm Log Loss
logLoss.glmerMod Log Loss
logLoss.randomForest Log Loss
logLoss.rpart Log Loss
mae Mean absolute error
mae.default Mean absolute error
mae.gbm Mean absolute error
mae.glm Mean absolute error
mae.glmerMod Mean absolute error
mae.randomForest Mean absolute error
mae.rpart Mean absolute error
mauc Multiclass Area Under the Curve
mcc Matthews Correlation Coefficient
mlogLoss Multiclass Log Loss
mse Mean Square Error
mse.default Mean Square Error
mse.glm Mean Square Error
mse.lm Mean Square Error
msle Mean Squared Log Error
msle.default Mean Squared Log Error
msle.gbm Mean Squared Log Error
msle.glm Mean Squared Log Error
msle.glmerMod Mean Squared Log Error
msle.lm Mean Squared Log Error
msle.randomForest Mean Squared Log Error
msle.rpart Mean Squared Log Error
npv Negative Predictive Value
ppv Positive Predictive Value
precision Positive Predictive Value
recall Recall, Sensitivity, tpr
rmse Root-Mean Square Error
rmse.default Root-Mean Square Error
rmse.glm Root-Mean Square Error
rmse.lm Root-Mean Square Error
rmsle Root Mean Squared Log Error
rmsle.default Root Mean Squared Log Error
rmsle.gbm Root Mean Squared Log Error
rmsle.glm Root Mean Squared Log Error
rmsle.glmerMod Root Mean Squared Log Error
rmsle.lm Root Mean Squared Log Error
rmsle.randomForest Root Mean Squared Log Error
rmsle.rpart Root Mean Squared Log Error
sensitivity Recall, Sensitivity, tpr
specificity Specificity, True negative rate
testDF Test data
tnr Specificity, True negative rate
tpr Recall, Sensitivity, tpr