sortinghat: sortinghat

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sortinghat is a classification framework to streamline the evaluation of classifiers (classification models and algorithms) and seeks to determine the best classifiers on a variety of simulated and benchmark data sets. Several error-rate estimators are included to evaluate the performance of a classifier. This package is intended to complement the well-known 'caret' package.

Author
John A. Ramey
Date of publication
2013-12-07 10:31:18
Maintainer
John A. Ramey <johnramey@gmail.com>
License
MIT + file LICENSE
Version
0.1
URLs

View on CRAN

Man pages

all_equal
Function to check whether all elements in a numeric vector...
check_arguments
Checks the arguments passed to the error rate estimator...
cov_autocorrelation
Constructs a p-dimensional covariance matrix with an...
cov_block_autocorrelation
Generates a p-dimensional block-diagonal covariance matrix...
cov_intraclass
Constructs a p-dimensional intraclass covariance matrix.
cv_partition
Partitions data for cross-validation.
errorest
Wrapper function to estimate the error rate of a classifier
errorest_632
Calculates the .632 Error Rate for a specified classifier...
errorest_632plus
Calculates the .632+ Error Rate for a specified classifier...
errorest_apparent
Calculates the Apparent Error Rate for a specified classifier...
errorest_bcv
Calculates the Bootstrap Cross-Validation (BCV) Error Rate...
errorest_boot
Calculates the Bootstrap Error Rate for a specified...
errorest_cv
Calculates the Cross-Validation Error Rate for a specified...
errorest_loo_boot
Calculates the Leave-One-Out (LOO) Bootstrap Error Rate for a...
partition_data
Helper function that partitions a data set into training and...
simdata
Wrapper function to generate data from a variety of...
simdata_contaminated
Generates random variates from K multivariate contaminated...
simdata_friedman
Generates data from 3 multivariate normal data populations...
simdata_guo
Generates data from 'K' multivariate normal data populations...
simdata_normal
Generates random variates from K multivariate normal...
simdata_t
Generates random variates from K multivariate Student's t...
simdata_uniform
Generates random variates from multivariate uniform...
sortinghat
sortinghat
which_min
Helper function that determines which element in a vector is...

Files in this package

sortinghat
sortinghat/inst
sortinghat/inst/tests
sortinghat/inst/tests/test-errorest-632plus.r
sortinghat/inst/tests/test-simdata-t.r
sortinghat/inst/tests/test-simdata-normal.r
sortinghat/inst/tests/test-errorest-boot.r
sortinghat/inst/tests/test-errorest-apparent.r
sortinghat/inst/tests/test-simdata-contaminated.r
sortinghat/inst/tests/test-errorest-bcv.r
sortinghat/inst/tests/test-cv_partition.r
sortinghat/inst/tests/test-errorest-632.r
sortinghat/inst/tests/test-simdata-friedman.r
sortinghat/inst/tests/test-errorest-loo-boot.r
sortinghat/inst/tests/test-errorest-cv.r
sortinghat/tests
sortinghat/tests/run-all.R
sortinghat/NAMESPACE
sortinghat/NEWS.md
sortinghat/R
sortinghat/R/check-arguments.r
sortinghat/R/errorest-wrapper.r
sortinghat/R/simdata-contaminated-normal.r
sortinghat/R/errorest-bcv.r
sortinghat/R/errorest-loo-boot.r
sortinghat/R/errorest-632.r
sortinghat/R/sortinghat-package.r
sortinghat/R/simdata-guo.r
sortinghat/R/errorest-apparent.r
sortinghat/R/simdata-friedman.r
sortinghat/R/errorest-cv.r
sortinghat/R/simdata-wrapper.r
sortinghat/R/helper-which-min.r
sortinghat/R/covariance-matrices.r
sortinghat/R/errorest-boot.r
sortinghat/R/simdata-normal.r
sortinghat/R/helper-partition-data.r
sortinghat/R/errorest-632plus.r
sortinghat/R/helpers.r
sortinghat/R/simdata-t.r
sortinghat/R/simdata-uniform.r
sortinghat/README.md
sortinghat/MD5
sortinghat/DESCRIPTION
sortinghat/man
sortinghat/man/errorest_boot.Rd
sortinghat/man/cov_intraclass.Rd
sortinghat/man/cov_block_autocorrelation.Rd
sortinghat/man/partition_data.Rd
sortinghat/man/errorest.Rd
sortinghat/man/all_equal.Rd
sortinghat/man/errorest_632plus.Rd
sortinghat/man/simdata_t.Rd
sortinghat/man/which_min.Rd
sortinghat/man/simdata_contaminated.Rd
sortinghat/man/check_arguments.Rd
sortinghat/man/sortinghat.Rd
sortinghat/man/cov_autocorrelation.Rd
sortinghat/man/simdata.Rd
sortinghat/man/errorest_loo_boot.Rd
sortinghat/man/cv_partition.Rd
sortinghat/man/errorest_cv.Rd
sortinghat/man/simdata_normal.Rd
sortinghat/man/simdata_friedman.Rd
sortinghat/man/errorest_apparent.Rd
sortinghat/man/simdata_uniform.Rd
sortinghat/man/errorest_632.Rd
sortinghat/man/errorest_bcv.Rd
sortinghat/man/simdata_guo.Rd
sortinghat/LICENSE