Machine Learning Performance Evaluation on Steroids


[Up] [Top]

Documentation for package ‘SLmetrics’ version 0.3-3

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