Package: SLmetrics 0.3-4

Serkan Korkmaz

SLmetrics: Machine Learning Performance Evaluation on Steroids

Performance evaluation metrics for supervised and unsupervised machine learning, statistical learning and artificial intelligence applications. Core computations are implemented in 'C++' for scalability and efficiency.

Authors:Serkan Korkmaz [cre, aut, cph]

SLmetrics_0.3-4.tar.gz
SLmetrics_0.3-4.zip(r-4.7-x86_64)SLmetrics_0.3-4.zip(r-4.7-arm64)SLmetrics_0.3-4.zip(r-4.6-x86_64)SLmetrics_0.3-4.zip(r-4.6-arm64)SLmetrics_0.3-4.zip(r-4.5-x86_64)
SLmetrics_0.3-4.tgz(r-4.6-x86_64)SLmetrics_0.3-4.tgz(r-4.6-arm64)SLmetrics_0.3-4.tgz(r-4.5-x86_64)SLmetrics_0.3-4.tgz(r-4.5-arm64)
SLmetrics_0.3-4.tar.gz(r-4.7-arm64)SLmetrics_0.3-4.tar.gz(r-4.7-x86_64)SLmetrics_0.3-4.tar.gz(r-4.6-arm64)SLmetrics_0.3-4.tar.gz(r-4.6-x86_64)
SLmetrics_0.3-4.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
SLmetrics/json (API)

# Install 'SLmetrics' in R:
install.packages('SLmetrics', repos = c('https://fastverse.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/serkor1/slmetrics/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library
Datasets:

On CRAN:

Conda:

armadilloarmadillo-libraryartificial-intelligencecppdata-analysisdata-scienceeigen3machine-learningperformance-metricsrcpprcpparmadillorcppeigenstatisticssupervised-learningopenblascppopenmp

4.43 score 27 stars 9 scripts 17 downloads 117 exports 3 dependencies

Last updated from:f15c4b758a. Checks:10 OK, 5 WARNING. Indexed: no.

TargetResultTimeFilesSyslog
linux-devel-arm64OK329
linux-devel-x86_64OK415
source / vignettesOK705
linux-release-arm64OK330
linux-release-x86_64OK336
macos-release-arm64OK288
macos-release-x86_64OK509
macos-oldrel-arm64OK260
macos-oldrel-x86_64OK839
windows-devel-arm64WARNING575
windows-devel-x86_64WARNING486
windows-release-arm64WARNING596
windows-release-x86_64WARNING717
windows-oldrel-x86_64WARNING614
wasm-releaseOK326

Exports:accuracyauc.pr.curveauc.roc.curveauc.xybaccuracybrier.scorecccckappacmatrixcross.entropycsideviance.gammadeviance.poissondeviance.tweediedorfalloutfbetafdrferfmifprgmsehamminglosshuberlossjaccardloglossmaapemaemapemccmpemsenlrnpvopenmp.offopenmp.onopenmp.threadsphipinballplrppvpr.curveprecisionpreorderpresortraerecallrelative.entropyrmsermsleroc.curverrmserrsersqselectivitysensitivityshannon.entropysmapespecificitytnrtprtscoreweighted.accuracyweighted.auc.pr.curveweighted.auc.roc.curveweighted.baccuracyweighted.brier.scoreweighted.cccweighted.ckappaweighted.cmatrixweighted.csiweighted.deviance.gammaweighted.deviance.poissonweighted.deviance.tweedieweighted.dorweighted.falloutweighted.fbetaweighted.fdrweighted.ferweighted.fmiweighted.fprweighted.gmseweighted.hamminglossweighted.huberlossweighted.jaccardweighted.loglossweighted.maapeweighted.maeweighted.mapeweighted.mccweighted.mpeweighted.mseweighted.nlrweighted.npvweighted.phiweighted.pinballweighted.plrweighted.ppvweighted.pr.curveweighted.precisionweighted.raeweighted.recallweighted.rmseweighted.rmsleweighted.roc.curveweighted.rrmseweighted.rrseweighted.rsqweighted.selectivityweighted.sensitivityweighted.smapeweighted.specificityweighted.tnrweighted.tprweighted.tscoreweighted.zeroonelosszerooneloss

Dependencies:latticeRcppRcppArmadillo

Classification Metrics
Computing classification metrics | Computing weighted classification metrics
Rendered fromvignette_classification.Rmdusingknitr::rmarkdown

Last update: 2025-06-07
Started: 2025-03-13

Regression Metrics
Computing regression metrics
Rendered fromvignette_regression.Rmdusingknitr::rmarkdown

Last update: 2025-06-07
Started: 2025-03-13

Readme and manuals

Help Manual

Help pageTopics
Accuracyaccuracy weighted.accuracy
Accuracyaccuracy.cmatrix
Accuracyaccuracy.factor
Area under the Precision Recall Curveauc.pr.curve weighted.auc.pr.curve
Area under the Precision Recall Curveauc.pr.curve.factor
Area under the Receiver Operator Characteristics Curveauc.roc.curve weighted.auc.roc.curve
Area under the Receiver Operator Characteristics Curveauc.roc.curve.factor
Area under the curveauc.xy
Area under the curveauc.xy.numeric
Balanced Accuracybaccuracy weighted.baccuracy
Balanced Accuracybaccuracy.cmatrix
Balanced Accuracybaccuracy.factor
Banknote authentication datasetbanknote
Brier Scorebrier.score weighted.brier.score
Brier Scorebrier.score.matrix
Concordance Correlation Coefficientccc weighted.ccc
Concordance Correlation Coefficientccc.numeric
Cohen's kappa-Statisticckappa weighted.ckappa
Cohen's kappa-Statisticckappa.cmatrix
Cohen's kappa-Statisticckappa.factor
Confusion Matrixcmatrix weighted.cmatrix
Confusion Matrixcmatrix.factor
Cross Entropycross.entropy
Cross Entropycross.entropy.matrix
Gamma Deviancedeviance.gamma weighted.deviance.gamma
Gamma Deviancedeviance.gamma.numeric
Poisson Deviancedeviance.poisson weighted.deviance.poisson
Poisson Deviancedeviance.poisson.numeric
Tweedie Deviancedeviance.tweedie weighted.deviance.tweedie
Tweedie Deviancedeviance.tweedie.numeric
Diagnostic Odds Ratiodor
Diagnostic Odds Ratiodor.cmatrix
Diagnostic Odds Ratiodor.factor
f_{beta}fbeta weighted.fbeta
f_{beta}fbeta.cmatrix
f_{beta}fbeta.factor
False Discovery Ratefdr weighted.fdr
False Discovery Ratefdr.cmatrix
False Discovery Ratefdr.factor
False Omission Ratefer weighted.fer
False Omission Ratefer.cmatrix
False Omission Ratefer.factor
Fowlkes Mallows Indexfmi weighted.fmi
Fowlkes Mallows Indexfmi.cmatrix
Fowlkes Mallows Indexfmi.factor
False Positive Ratefallout fpr weighted.fallout weighted.fpr
False Positive Ratefpr.cmatrix
False Positive Ratefpr.factor
Geometric Mean Squared Errorgmse weighted.gmse
Geometric Mean Squared Errorgmse.numeric
Hamming Losshammingloss weighted.hammingloss
Hamming Losshammingloss.cmatrix
Hamming Losshammingloss.factor
Huber Losshuberloss weighted.huberloss
Huber Losshuberloss.numeric
Jaccard Indexcsi jaccard tscore weighted.csi weighted.jaccard weighted.tscore
Jaccard Indexjaccard.cmatrix
Jaccard Indexjaccard.factor
Logarithmic Losslogloss weighted.logloss
Logarithmic Losslogloss.factor
Logarithmic Losslogloss.integer
Mean Arctangent Absolute Percentage Errormaape weighted.maape
Mean Arctangent Absolute Percentage Errormaape.numeric
Mean Absolute Errormae weighted.mae
Mean Absolute Errormae.numeric
Mean Absolute Percentage Errormape weighted.mape
Mean Absolute Percentage Errormape.numeric
Matthews Correlation Coefficientmcc phi weighted.mcc weighted.phi
Matthews Correlation Coefficientmcc.cmatrix
Matthews Correlation Coefficientmcc.factor
Mean Percentage Errormpe weighted.mpe
Mean Percentage Errormpe.numeric
Mean Squared Errormse weighted.mse
Mean Squared Errormse.numeric
Negative Likelihood Rationlr weighted.nlr
Negative Likelihood Rationlr.cmatrix
Negative Likelihood Rationlr.factor
Negative Predictive Valuenpv weighted.npv
Negative Predictive Valuenpv.cmatrix
Negative Predictive Valuenpv.factor
Obesity levels datasetobesity
Control OpenMPOpenMP openmp.off openmp.on openmp.threads
Pinball Losspinball weighted.pinball
Pinball Losspinball.numeric
Positive Likelihood Ratioplr weighted.dor weighted.plr
Positive Likelihood Ratioplr.cmatrix
Positive Likelihood Ratioplr.factor
Precision Recall Curvepr.curve weighted.pr.curve
Precision Recall Curvepr.curve.factor
Precisionppv precision weighted.ppv weighted.precision
Precisionprecision.cmatrix
Precisionprecision.factor
Preorder Matricespreorder
Preorder Matricespreorder.matrix
Presort Matricespresort
Presort Matricespresort.matrix
Relative Absolute Errorrae weighted.rae
Relative Absolute Errorrae.numeric
Recallrecall sensitivity tpr weighted.recall weighted.sensitivity weighted.tpr
Recallrecall.cmatrix
Recallrecall.factor
Relative Entropyrelative.entropy
Relative Entropyrelative.entropy.matrix
Root Mean Squared Errorrmse weighted.rmse
Root Mean Squared Errorrmse.numeric
Root Mean Squared Logarithmic Errorrmsle weighted.rmsle
Root Mean Squared Logarithmic Errorrmsle.numeric
Reciever Operator Characteristicsroc.curve weighted.roc.curve
Reciever Operator Characteristicsroc.curve.factor
Relative Root Mean Squared Errorrrmse weighted.rrmse
Relative Root Mean Squared Errorrrmse.numeric
Root Relative Squared Errorrrse weighted.rrse
Root Relative Squared Errorrrse.numeric
r^2rsq weighted.rsq
r^2rsq.numeric
Shannon Entropyshannon.entropy
Shannon Entropyshannon.entropy.matrix
Symmetric Mean Absolutte Percentage Errorsmape weighted.smape
Symmetric Mean Absolutte Percentage Errorsmape.numeric
Specificityselectivity specificity tnr weighted.selectivity weighted.specificity weighted.tnr
Specificityspecificity.cmatrix
Specificityspecificity.factor
Accuracyweighted.accuracy.factor
Area under the Precision Recall Curveweighted.auc.pr.curve.factor
Area under the Receiver Operator Characteristics Curveweighted.auc.roc.curve.factor
Balanced Accuracyweighted.baccuracy.factor
Brier Scoreweighted.brier.score.matrix
Concordance Correlation Coefficientweighted.ccc.numeric
Cohen's kappa-Statisticweighted.ckappa.factor
Confusion Matrixweighted.cmatrix.factor
Gamma Devianceweighted.deviance.gamma.numeric
Poisson Devianceweighted.deviance.poisson.numeric
Tweedie Devianceweighted.deviance.tweedie.numeric
Positive Likelihood Ratioweighted.dor.factor
f_{beta}weighted.fbeta.factor
False Discovery Rateweighted.fdr.factor
False Omission Rateweighted.fer.factor
Fowlkes Mallows Indexweighted.fmi.factor
False Positive Rateweighted.fpr.factor
Geometric Mean Squared Errorweighted.gmse.numeric
Hamming Lossweighted.hammingloss.factor
Huber Lossweighted.huberloss.numeric
Jaccard Indexweighted.jaccard.factor
Logarithmic Lossweighted.logloss.factor
Logarithmic Lossweighted.logloss.integer
Mean Arctangent Absolute Percentage Errorweighted.maape.numeric
Mean Absolute Errorweighted.mae.numeric
Mean Absolute Percentage Errorweighted.mape.numeric
Matthews Correlation Coefficientweighted.mcc.factor
Mean Percentage Errorweighted.mpe.numeric
Mean Squared Errorweighted.mse.numeric
Negative Likelihood Ratioweighted.nlr.factor
Negative Predictive Valueweighted.npv.factor
Pinball Lossweighted.pinball.numeric
Positive Likelihood Ratioweighted.plr.factor
Precision Recall Curveweighted.pr.curve.factor
Precisionweighted.precision.factor
Relative Absolute Errorweighted.rae.numeric
Recallweighted.recall.factor
Root Mean Squared Errorweighted.rmse.numeric
Root Mean Squared Logarithmic Errorweighted.rmsle.numeric
Reciever Operator Characteristicsweighted.roc.curve.factor
Relative Root Mean Squared Errorweighted.rrmse.numeric
Root Relative Squared Errorweighted.rrse.numeric
r^2weighted.rsq.numeric
Symmetric Mean Absolutte Percentage Errorweighted.smape.numeric
Specificityweighted.specificity.factor
Zero-One Lossweighted.zerooneloss.factor
Wine quality datasetwine.quality
Zero-One Lossweighted.zerooneloss zerooneloss
Zero-One Losszerooneloss.cmatrix
Zero-One Losszerooneloss.factor