ModelMetrics: Rapid Calculation of Model Metrics

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Collection of metrics for evaluating models written in C++ using 'Rcpp'.

Author
Tyler Hunt [aut, cre]
Date of publication
2016-08-26 20:35:22
Maintainer
Tyler Hunt <thunt@snapfinance.com>
License
GPL (>= 2)
Version
1.1.0

View on CRAN

Man pages

auc
Area Under the Curve
brier
Brier Score
ce
Classification error
confusionMatrix
Confusion Matrix
f1Score
F1 Score
logLoss
Log Loss
mae
Mean absolute error
mauc
Multiclass Area Under the Curve
mcc
Matthews Correlation Coefficient
mlogLoss
Multiclass Log Loss
mse
Mean Square Error
msle
Mean Squared Log Error
npv
Negative Predictive Value
ppv
Postive Predictive Value
recall
Recall, Sensitivity, tpr
rmse
Root-Mean Square Error
rmsle
Root Mean Squared Log Error
testDF
Test data
tnr
Specificity, True negative rate

Files in this package

ModelMetrics
ModelMetrics/tests
ModelMetrics/tests/testthat.R
ModelMetrics/tests/testthat
ModelMetrics/tests/testthat/test_calculations.R
ModelMetrics/tests/testthat/test_errors.R
ModelMetrics/tests/testthat/test_logloss.R
ModelMetrics/tests/testthat/test_auc.R
ModelMetrics/src
ModelMetrics/src/logLoss_.cpp
ModelMetrics/src/error.cpp
ModelMetrics/src/confusionMatrix_.cpp
ModelMetrics/src/RcppExports.cpp
ModelMetrics/src/auc_.cpp
ModelMetrics/NAMESPACE
ModelMetrics/NEWS.md
ModelMetrics/data
ModelMetrics/data/testDF.rda
ModelMetrics/R
ModelMetrics/R/ModelMetrics.R
ModelMetrics/R/RcppExports.R
ModelMetrics/R/binaryChecks.R
ModelMetrics/README.md
ModelMetrics/MD5
ModelMetrics/DESCRIPTION
ModelMetrics/man
ModelMetrics/man/msle.Rd
ModelMetrics/man/rmse.Rd
ModelMetrics/man/mlogLoss.Rd
ModelMetrics/man/brier.Rd
ModelMetrics/man/mae.Rd
ModelMetrics/man/ppv.Rd
ModelMetrics/man/ce.Rd
ModelMetrics/man/auc.Rd
ModelMetrics/man/mcc.Rd
ModelMetrics/man/npv.Rd
ModelMetrics/man/mauc.Rd
ModelMetrics/man/confusionMatrix.Rd
ModelMetrics/man/recall.Rd
ModelMetrics/man/mse.Rd
ModelMetrics/man/testDF.Rd
ModelMetrics/man/rmsle.Rd
ModelMetrics/man/tnr.Rd
ModelMetrics/man/f1Score.Rd
ModelMetrics/man/logLoss.Rd