Metrics: Evaluation metrics for machine learning

Metrics is a set of evaluation metrics that is commonly used in supervised machine learning.

Author
Ben Hamner <ben@benhamner.com>
Date of publication
2012-06-20 06:57:56
Maintainer
Ben Hamner <ben@benhamner.com>
License
BSD
Version
0.1.1
URLs

View on CRAN

Man pages

ae
Compute the absolute error#' This function computes the...
apk
Compute the average precision at k
auc
Compute the area under the ROC (AUC)
ce
Compute the classification error
ll
Compute the log loss
logLoss
Compute the mean log loss
mae
Compute the mean absolute error#' This function computes the...
mapk
Compute the mean average precision at k
MeanQuadraticWeightedKappa
Compute the mean quadratic weighted kappa
mse
Compute the mean squared error#' This function computes the...
msle
Compute the mean squared log error
rmse
Compute the root mean squared error#' This function computes...
rmsle
Compute the root mean squared log error
ScoreQuadraticWeightedKappa
Compute the quadratic weighted kappa
se
Compute the squared error
sle
Compute the squared log error

Files in this package

Metrics
Metrics/MD5
Metrics/tests
Metrics/tests/test_all.r
Metrics/run_tests.sh
Metrics/R
Metrics/R/metrics.r
Metrics/NEWS
Metrics/NAMESPACE
Metrics/man
Metrics/man/sle.Rd
Metrics/man/se.Rd
Metrics/man/ScoreQuadraticWeightedKappa.Rd
Metrics/man/rmsle.Rd
Metrics/man/rmse.Rd
Metrics/man/msle.Rd
Metrics/man/mse.Rd
Metrics/man/MeanQuadraticWeightedKappa.Rd
Metrics/man/mapk.Rd
Metrics/man/mae.Rd
Metrics/man/logLoss.Rd
Metrics/man/ll.Rd
Metrics/man/ce.Rd
Metrics/man/auc.Rd
Metrics/man/apk.Rd
Metrics/man/ae.Rd
Metrics/inst
Metrics/inst/tests
Metrics/inst/tests/test-logloss.r
Metrics/inst/tests/test-kappa.r
Metrics/inst/tests/test-elementwise.r
Metrics/inst/tests/test-auc.r
Metrics/inst/tests/test-apk.r
Metrics/DESCRIPTION