# Machine Learning Performance Evaluation on Steroids

## Documentation for package ‘SLmetrics’ version 0.3-3

- DESCRIPTION file.
- User guides, package vignettes and other documentation.
- Package NEWS.

## Help Pages

A B C D E F H J L M N O P R S T W Z

## -- A --

accuracy | Accuracy
accuracy.cmatrix | Accuracy
accuracy.factor | Accuracy
auc | AUC
auc.numeric | AUC

## -- B --

baccuracy | Balanced Accuracy
baccuracy.cmatrix | Balanced Accuracy
baccuracy.factor | Balanced Accuracy
banknote | Banknote Authentication Dataset

## -- C --

ccc | Concordance Correlation Coefficient
ccc.numeric | Concordance Correlation Coefficient
ckappa | Cohen's kappa-statistic
ckappa.cmatrix | Cohen's kappa-statistic
ckappa.factor | Cohen's kappa-statistic
cmatrix | Confusion Matrix
cmatrix.factor | Confusion Matrix
cross.entropy | Entropy
cross.entropy.matrix | Entropy
csi | Jaccard Index
csi.cmatrix | Jaccard Index
csi.factor | Jaccard Index

## -- D --

dor | Diagnostic Odds Ratio
dor.cmatrix | Diagnostic Odds Ratio
dor.factor | Diagnostic Odds Ratio

## -- E --

entropy | Entropy
entropy.matrix | Entropy

## -- F --

fallout | False Positive Rate
fallout.cmatrix | False Positive Rate
fallout.factor | False Positive Rate
fbeta | F_{beta}-score
fbeta.cmatrix | F_{beta}-score
fbeta.factor | F_{beta}-score
fdr | false discovery rate
fdr.cmatrix | false discovery rate
fdr.factor | false discovery rate
fer | False Omission Rate
fer.cmatrix | False Omission Rate
fer.factor | False Omission Rate
fmi | Fowlkes-Mallows Index
fmi.cmatrix | Fowlkes-Mallows Index
fmi.factor | Fowlkes-Mallows Index
fpr | False Positive Rate
fpr.cmatrix | False Positive Rate
fpr.factor | False Positive Rate

## -- H --

huberloss | Huber Loss
huberloss.numeric | Huber Loss

## -- J --

jaccard | Jaccard Index
jaccard.cmatrix | Jaccard Index
jaccard.factor | Jaccard Index

## -- L --

logloss | Log Loss
logloss.factor | Log Loss
logloss.integer | Log Loss

## -- M --

mae | Mean Absolute Error
mae.numeric | Mean Absolute Error
mape | Mean Absolute Percentage Error
mape.numeric | Mean Absolute Percentage Error
mcc | Matthews Correlation Coefficient
mcc.cmatrix | Matthews Correlation Coefficient
mcc.factor | Matthews Correlation Coefficient
mpe | Mean Percentage Error
mpe.numeric | Mean Percentage Error
mse | Mean Squared Error
mse.numeric | Mean Squared Error

## -- N --

nlr | Negative Likelihood Ratio
nlr.cmatrix | Negative Likelihood Ratio
nlr.factor | Negative Likelihood Ratio
npv | Negative Predictive Value
npv.cmatrix | Negative Predictive Value
npv.factor | Negative Predictive Value

## -- O --

obesity | Obesity Levels Dataset
openmp.off | Use OpenMP
openmp.on | Use OpenMP
openmp.threads | Use OpenMP

## -- P --

phi | Matthews Correlation Coefficient
phi.cmatrix | Matthews Correlation Coefficient
phi.factor | Matthews Correlation Coefficient
pinball | Pinball Loss
pinball.numeric | Pinball Loss
plr | Positive Likelihood Ratio
plr.cmatrix | Positive Likelihood Ratio
plr.factor | Positive Likelihood Ratio
ppv | Precision
ppv.cmatrix | Precision
ppv.factor | Precision
pr.auc | Area under the Precision-Recall Curve
pr.auc.matrix | Area under the Precision-Recall Curve
precision | Precision
precision.cmatrix | Precision
precision.factor | Precision
preorder | Preorder
presort | Presort
prROC | Precision-Recall Curve
prROC.factor | Precision-Recall Curve

## -- R --

rae | Relative Absolute Error
rae.numeric | Relative Absolute Error
recall | Recall
recall.cmatrix | Recall
recall.factor | Recall
relative.entropy | Entropy
relative.entropy.matrix | Entropy
rmse | Root Mean Squared Error
rmse.numeric | Root Mean Squared Error
rmsle | Root Mean Squared Logarithmic Error
rmsle.numeric | Root Mean Squared Logarithmic Error
ROC | Receiver Operator Characteristics
roc.auc | Area under the Receiver Operator Characteristics Curve
roc.auc.matrix | Area under the Receiver Operator Characteristics Curve
ROC.factor | Receiver Operator Characteristics
rrmse | Relative Root Mean Squared Error
rrmse.numeric | Relative Root Mean Squared Error
rrse | Root Relative Squared Error
rrse.numeric | Root Relative Squared Error
rsq | R^2
rsq.numeric | R^2

## -- S --

selectivity | Specificity
selectivity.cmatrix | Specificity
selectivity.factor | Specificity
sensitivity | Recall
sensitivity.cmatrix | Recall
sensitivity.factor | Recall
smape | Symmetric Mean Absolutte Percentage Error
smape.numeric | Symmetric Mean Absolutte Percentage Error
specificity | Specificity
specificity.cmatrix | Specificity
specificity.factor | Specificity

## -- T --

tnr | Specificity
tnr.cmatrix | Specificity
tnr.factor | Specificity
tpr | Recall
tpr.cmatrix | Recall
tpr.factor | Recall
tscore | Jaccard Index
tscore.cmatrix | Jaccard Index
tscore.factor | Jaccard Index

## -- W --

weighted.accuracy | Accuracy
weighted.accuracy.factor | Accuracy
weighted.baccuracy | Balanced Accuracy
weighted.baccuracy.factor | Balanced Accuracy
weighted.ccc | Concordance Correlation Coefficient
weighted.ccc.numeric | Concordance Correlation Coefficient
weighted.ckappa | Cohen's kappa-statistic
weighted.ckappa.factor | Cohen's kappa-statistic
weighted.cmatrix | Confusion Matrix
weighted.cmatrix.factor | Confusion Matrix
weighted.csi | Jaccard Index
weighted.csi.factor | Jaccard Index
weighted.dor | Diagnostic Odds Ratio
weighted.dor.factor | Diagnostic Odds Ratio
weighted.fallout | False Positive Rate
weighted.fallout.factor | False Positive Rate
weighted.fbeta | F_{beta}-score
weighted.fbeta.factor | F_{beta}-score
weighted.fdr | false discovery rate
weighted.fdr.factor | false discovery rate
weighted.fer | False Omission Rate
weighted.fer.factor | False Omission Rate
weighted.fpr | False Positive Rate
weighted.fpr.factor | False Positive Rate
weighted.huberloss | Huber Loss
weighted.huberloss.numeric | Huber Loss
weighted.jaccard | Jaccard Index
weighted.jaccard.factor | Jaccard Index
weighted.logloss | Log Loss
weighted.logloss.factor | Log Loss
weighted.logloss.integer | Log Loss
weighted.mae | Mean Absolute Error
weighted.mae.numeric | Mean Absolute Error
weighted.mape | Mean Absolute Percentage Error
weighted.mape.numeric | Mean Absolute Percentage Error
weighted.mcc | Matthews Correlation Coefficient
weighted.mcc.factor | Matthews Correlation Coefficient
weighted.mpe | Mean Percentage Error
weighted.mpe.numeric | Mean Percentage Error
weighted.mse | Mean Squared Error
weighted.mse.numeric | Mean Squared Error
weighted.nlr | Negative Likelihood Ratio
weighted.nlr.factor | Negative Likelihood Ratio
weighted.npv | Negative Predictive Value
weighted.npv.factor | Negative Predictive Value
weighted.phi | Matthews Correlation Coefficient
weighted.phi.factor | Matthews Correlation Coefficient
weighted.pinball | Pinball Loss
weighted.pinball.numeric | Pinball Loss
weighted.plr | Positive Likelihood Ratio
weighted.plr.factor | Positive Likelihood Ratio
weighted.ppv | Precision
weighted.ppv.factor | Precision
weighted.pr.auc | Area under the Precision-Recall Curve
weighted.pr.auc.matrix | Area under the Precision-Recall Curve
weighted.precision | Precision
weighted.precision.factor | Precision
weighted.prROC | Precision-Recall Curve
weighted.prROC.factor | Precision-Recall Curve
weighted.rae | Relative Absolute Error
weighted.rae.numeric | Relative Absolute Error
weighted.recall | Recall
weighted.recall.factor | Recall
weighted.rmse | Root Mean Squared Error
weighted.rmse.numeric | Root Mean Squared Error
weighted.rmsle | Root Mean Squared Logarithmic Error
weighted.rmsle.numeric | Root Mean Squared Logarithmic Error
weighted.ROC | Receiver Operator Characteristics
weighted.roc.auc | Area under the Receiver Operator Characteristics Curve
weighted.roc.auc.matrix | Area under the Receiver Operator Characteristics Curve
weighted.ROC.factor | Receiver Operator Characteristics
weighted.rrmse | Relative Root Mean Squared Error
weighted.rrmse.numeric | Relative Root Mean Squared Error
weighted.rrse | Root Relative Squared Error
weighted.rrse.numeric | Root Relative Squared Error
weighted.rsq | R^2
weighted.rsq.numeric | R^2
weighted.selectivity | Specificity
weighted.selectivity.factor | Specificity
weighted.sensitivity | Recall
weighted.sensitivity.factor | Recall
weighted.smape | Symmetric Mean Absolutte Percentage Error
weighted.smape.numeric | Symmetric Mean Absolutte Percentage Error
weighted.specificity | Specificity
weighted.specificity.factor | Specificity
weighted.tnr | Specificity
weighted.tnr.factor | Specificity
weighted.tpr | Recall
weighted.tpr.factor | Recall
weighted.tscore | Jaccard Index
weighted.tscore.factor | Jaccard Index
weighted.zerooneloss | Zero-One Loss
weighted.zerooneloss.factor | Zero-One Loss
wine_quality | Wine Quality Dataset

## -- Z --

zerooneloss | Zero-One Loss
zerooneloss.cmatrix | Zero-One Loss
zerooneloss.factor | Zero-One Loss