sortinghat: sortinghat

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.

AuthorJohn A. Ramey
Date of publication2013-12-07 10:31:18
MaintainerJohn A. Ramey <johnramey@gmail.com>
LicenseMIT + file LICENSE
Version0.1
http://github.com/ramhiser/sortinghat

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...

Functions

all_equal Man page
check_arguments Man page
cov_autocorrelation Man page
cov_block_autocorrelation Man page
cov_intraclass Man page
cv_partition Man page
errorest Man page
errorest_632 Man page
errorest_632plus Man page
errorest_apparent Man page
errorest_bcv Man page
errorest_boot Man page
errorest_cv Man page
errorest_loo_boot Man page
partition_data Man page
simdata Man page
simdata_contaminated Man page
simdata_friedman Man page
simdata_guo Man page
simdata_normal Man page
simdata_t Man page
simdata_uniform Man page
sortinghat Man page
sortinghat-package Man page
which_min Man page

Files

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

Questions? Problems? Suggestions? or email at ian@mutexlabs.com.

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All documentation is copyright its authors; we didn't write any of that.