MLmetrics: Machine Learning Evaluation Metrics

A collection of evaluation metrics, including loss, score and utility functions, that measure regression, classification and ranking performance.

Author
Yachen Yan [aut, cre]
Date of publication
2016-05-13 23:57:26
Maintainer
Yachen Yan <yanyachen21@gmail.com>
License
GPL-2
Version
1.1.1
URLs

View on CRAN

Man pages

Accuracy
Accuracy
Area_Under_Curve
Calculate the Area Under the Curve
AUC
Area Under the Receiver Operating Characteristic Curve (ROC...
ConfusionDF
Confusion Matrix (Data Frame Format)
ConfusionMatrix
Confusion Matrix
F1_Score
F1 Score
FBeta_Score
F-Beta Score
GainAUC
Area Under the Gain Chart
Gini
Gini Coefficient
KS_Stat
Kolmogorov-Smirnov Statistic
LiftAUC
Area Under the Lift Chart
LogLoss
Log loss / Cross-Entropy Loss
MAE
Mean Absolute Error Loss
MAPE
Mean Absolute Percentage Error Loss
MedianAE
Median Absolute Error Loss
MedianAPE
Median Absolute Percentage Error Loss
MLmetrics
MLmetrics: Machine Learning Evaluation Metrics
MSE
Mean Square Error Loss
MultiLogLoss
Multi Class Log Loss
NormalizedGini
Normalized Gini Coefficient
Poisson_LogLoss
Poisson Log loss
PRAUC
Area Under the Precision-Recall Curve (PR AUC)
Precision
Precision
R2_Score
R-Squared (Coefficient of Determination) Regression Score
RAE
Relative Absolute Error Loss
Recall
Recall
RMSE
Root Mean Square Error Loss
RMSLE
Root Mean Squared Logarithmic Error Loss
RMSPE
Root Mean Square Percentage Error Loss
RRSE
Root Relative Squared Error Loss
Sensitivity
Sensitivity
Specificity
Specificity
ZeroOneLoss
Normalized Zero-One Loss (Classification Error Loss)

Files in this package

MLmetrics
MLmetrics/NAMESPACE
MLmetrics/R
MLmetrics/R/Utils.R
MLmetrics/R/Count.R
MLmetrics/R/Regression.R
MLmetrics/R/MLmetrics.R
MLmetrics/R/Rank.R
MLmetrics/R/Classification.R
MLmetrics/MD5
MLmetrics/DESCRIPTION
MLmetrics/man
MLmetrics/man/MSE.Rd
MLmetrics/man/LiftAUC.Rd
MLmetrics/man/MultiLogLoss.Rd
MLmetrics/man/MLmetrics.Rd
MLmetrics/man/NormalizedGini.Rd
MLmetrics/man/MedianAE.Rd
MLmetrics/man/GainAUC.Rd
MLmetrics/man/PRAUC.Rd
MLmetrics/man/Poisson_LogLoss.Rd
MLmetrics/man/ZeroOneLoss.Rd
MLmetrics/man/AUC.Rd
MLmetrics/man/Sensitivity.Rd
MLmetrics/man/Accuracy.Rd
MLmetrics/man/RMSPE.Rd
MLmetrics/man/Recall.Rd
MLmetrics/man/MedianAPE.Rd
MLmetrics/man/MAPE.Rd
MLmetrics/man/FBeta_Score.Rd
MLmetrics/man/ConfusionDF.Rd
MLmetrics/man/R2_Score.Rd
MLmetrics/man/LogLoss.Rd
MLmetrics/man/Precision.Rd
MLmetrics/man/ConfusionMatrix.Rd
MLmetrics/man/Area_Under_Curve.Rd
MLmetrics/man/RRSE.Rd
MLmetrics/man/KS_Stat.Rd
MLmetrics/man/MAE.Rd
MLmetrics/man/RMSLE.Rd
MLmetrics/man/RAE.Rd
MLmetrics/man/Gini.Rd
MLmetrics/man/F1_Score.Rd
MLmetrics/man/Specificity.Rd
MLmetrics/man/RMSE.Rd