Become an expert in R — Interactive courses, Cheat Sheets, certificates and more!

Get Started for Free

measures

Performance Measures for Statistical Learning

Provides the biggest amount of statistical measures in the whole R world. Includes measures of regression, (multiclass) classification and multilabel classification. The measures come mainly from the 'mlr' package and were programed by several 'mlr' developers.

Functions (57)

ACC

Accuracy

ARSQ

Adjusted coefficient of determination

AUC

Area under the curve

BAC

Balanced accuracy

BER

Balanced error rate

Brier score

BrierScaled

Brier scaled

Explained variance

F1 measure

FDR

False discovery rate

False negatives

FNR

False negative rate

False positives

FPR

False positive rate

G-mean

GPR

Geometric mean of precision and recall.

Cohen's kappa

Kendall's tau

LSR

Logarithmic Scoring Rule

Logarithmic loss

MAE

Mean of absolute errors

MAPE

Mean absolute percentage error

MCC

Matthews correlation coefficient

Median of absolute errors

Median of squared errors

MMCE

Mean misclassification error

MSE

Mean of squared errors

MSLE

Mean squared logarithmic error

MultilabelACC

Accuracy (multilabel)

MultilabelF1

F1 measure (multilabel)

MultilabelHamloss

Hamming loss

MultilabelPPV

Positive predictive value (multilabel)

MultilabelSubset01

Subset-0-1 loss

MultilabelTPR

TPR (multilabel)

NPV

Negative predictive value

PPV

Positive predictive value

QSR

Quadratic Scoring Rule

RAE

Relative absolute error

RMSE

Root mean squared error

Root mean squared logarithmic error

RRSE

Root relative squared error

RSQ

Coefficient of determination

SAE

Sum of absolute errors

SSE

Sum of squared errors

SSR

Spherical Scoring Rule

SpearmanRho

Spearman's rho

True negatives

TNR

True negative rate

True positives

TPR

True positive rate

Mean quadratic weighted kappa

listAllMeasures

List all measures

multiclass.AU1P

Weighted average 1 vs. 1 multiclass AUC

multiclass.AU1U

Average 1 vs. 1 multiclass AUC

multiclass.AUNP

Weighted average 1 vs. rest multiclass AUC

multiclass.AUNU

Average 1 vs. rest multiclass AUC

multiclass.Brier

Multiclass Brier score

measures

Performance Measures for Statistical Learning

v0.3

GPL-3

Authors

Philipp Probst [aut, cre]

Initial release

We don't support your browser anymore

Please choose more modern alternatives, such as Google Chrome or Mozilla Firefox.