Machine Learning Performance Evaluation on Steroids

Documentation for package ‘SLmetrics’ version 0.3-4

Help Pages

-- 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