# Machine Learning Performance Evaluation on Steroids

## Documentation for package ‘SLmetrics’ version 0.3-4

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

## Help Pages

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

## -- A --

accuracy | Accuracy
accuracy.cmatrix | Accuracy
accuracy.factor | Accuracy
auc.pr.curve | Area under the Precision Recall Curve
auc.pr.curve.factor | Area under the Precision Recall Curve
auc.roc.curve | Area under the Receiver Operator Characteristics Curve
auc.roc.curve.factor | Area under the Receiver Operator Characteristics Curve
auc.xy | Area under the curve
auc.xy.numeric | Area under the curve

## -- B --

baccuracy | Balanced Accuracy
baccuracy.cmatrix | Balanced Accuracy
baccuracy.factor | Balanced Accuracy
banknote | Banknote authentication dataset
brier.score | Brier Score
brier.score.matrix | Brier Score

## -- 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 | Cross Entropy
cross.entropy.matrix | Cross Entropy
csi | Jaccard Index

## -- D --

deviance.gamma | Gamma Deviance
deviance.gamma.numeric | Gamma Deviance
deviance.poisson | Poisson Deviance
deviance.poisson.numeric | Poisson Deviance
deviance.tweedie | Tweedie Deviance
deviance.tweedie.numeric | Tweedie Deviance
dor | Diagnostic Odds Ratio
dor.cmatrix | Diagnostic Odds Ratio
dor.factor | Diagnostic Odds Ratio

## -- F --

fallout | False Positive Rate
fbeta | f_{beta}
fbeta.cmatrix | f_{beta}
fbeta.factor | f_{beta}
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

## -- G --

gmse | Geometric Mean Squared Error
gmse.numeric | Geometric Mean Squared Error

## -- H --

hammingloss | Hamming Loss
hammingloss.cmatrix | Hamming Loss
hammingloss.factor | Hamming Loss
huberloss | Huber Loss
huberloss.numeric | Huber Loss

## -- J --

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

## -- L --

logloss | Logarithmic Loss
logloss.factor | Logarithmic Loss
logloss.integer | Logarithmic Loss

## -- M --

maape | Mean Arctangent Absolute Percentage Error
maape.numeric | Mean Arctangent Absolute Percentage Error
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 | Control OpenMP
openmp.off | Control OpenMP
openmp.on | Control OpenMP
openmp.threads | Control OpenMP

## -- P --

phi | 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
pr.curve | Precision Recall Curve
pr.curve.factor | Precision Recall Curve
precision | Precision
precision.cmatrix | Precision
precision.factor | Precision
preorder | Preorder Matrices
preorder.matrix | Preorder Matrices
presort | Presort Matrices
presort.matrix | Presort Matrices

## -- R --

rae | Relative Absolute Error
rae.numeric | Relative Absolute Error
recall | Recall
recall.cmatrix | Recall
recall.factor | Recall
relative.entropy | Relative Entropy
relative.entropy.matrix | Relative 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.curve | Reciever Operator Characteristics
roc.curve.factor | Reciever 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
sensitivity | Recall
shannon.entropy | Shannon Entropy
shannon.entropy.matrix | Shannon Entropy
smape | Symmetric Mean Absolutte Percentage Error
smape.numeric | Symmetric Mean Absolutte Percentage Error
specificity | Specificity
specificity.cmatrix | Specificity
specificity.factor | Specificity

## -- T --

tnr | Specificity
tpr | Recall
tscore | Jaccard Index

## -- W --

weighted.accuracy | Accuracy
weighted.accuracy.factor | Accuracy
weighted.auc.pr.curve | Area under the Precision Recall Curve
weighted.auc.pr.curve.factor | Area under the Precision Recall Curve
weighted.auc.roc.curve | Area under the Receiver Operator Characteristics Curve
weighted.auc.roc.curve.factor | Area under the Receiver Operator Characteristics Curve
weighted.baccuracy | Balanced Accuracy
weighted.baccuracy.factor | Balanced Accuracy
weighted.brier.score | Brier Score
weighted.brier.score.matrix | Brier Score
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.deviance.gamma | Gamma Deviance
weighted.deviance.gamma.numeric | Gamma Deviance
weighted.deviance.poisson | Poisson Deviance
weighted.deviance.poisson.numeric | Poisson Deviance
weighted.deviance.tweedie | Tweedie Deviance
weighted.deviance.tweedie.numeric | Tweedie Deviance
weighted.dor | Positive Likelihood Ratio
weighted.dor.factor | Positive Likelihood Ratio
weighted.fallout | False Positive Rate
weighted.fbeta | f_{beta}
weighted.fbeta.factor | f_{beta}
weighted.fdr | False Discovery Rate
weighted.fdr.factor | False Discovery Rate
weighted.fer | False Omission Rate
weighted.fer.factor | False Omission Rate
weighted.fmi | Fowlkes Mallows Index
weighted.fmi.factor | Fowlkes Mallows Index
weighted.fpr | False Positive Rate
weighted.fpr.factor | False Positive Rate
weighted.gmse | Geometric Mean Squared Error
weighted.gmse.numeric | Geometric Mean Squared Error
weighted.hammingloss | Hamming Loss
weighted.hammingloss.factor | Hamming Loss
weighted.huberloss | Huber Loss
weighted.huberloss.numeric | Huber Loss
weighted.jaccard | Jaccard Index
weighted.jaccard.factor | Jaccard Index
weighted.logloss | Logarithmic Loss
weighted.logloss.factor | Logarithmic Loss
weighted.logloss.integer | Logarithmic Loss
weighted.maape | Mean Arctangent Absolute Percentage Error
weighted.maape.numeric | Mean Arctangent Absolute Percentage Error
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.pinball | Pinball Loss
weighted.pinball.numeric | Pinball Loss
weighted.plr | Positive Likelihood Ratio
weighted.plr.factor | Positive Likelihood Ratio
weighted.ppv | Precision
weighted.pr.curve | Precision Recall Curve
weighted.pr.curve.factor | Precision Recall Curve
weighted.precision | Precision
weighted.precision.factor | Precision
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.curve | Reciever Operator Characteristics
weighted.roc.curve.factor | Reciever 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.sensitivity | 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.tpr | Recall
weighted.tscore | 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