SmartDataAnalytics/ECoL: Complexity Measures for Supervised Problems

Provides measures to characterize the complexity of classification and regression problems based on aspects that quantify the linearity of the data, the presence of informative feature, the sparsity and dimensionality of the datasets. This package provides bug fixes, generalizations and implementations of many state of the art measures. The measures are described in the papers: Ho and Basu (2002) <doi:10.1109/34.990132> and Lorena et al. (2018) <doi:10.1007/s10994-017-5681-1>.

Getting started

Package details

AuthorLuis Garcia [aut, cre], Ana Lorena [aut, ctb], Jens Lehmann [aut]
MaintainerLuis Garcia <[email protected]>
LicenseMIT + file LICENSE
Version0.2.0
URL https://github.com/SmartDataAnalytics/ECoL/
Package repositoryView on GitHub
Installation Install the latest version of this package by entering the following in R:
install.packages("devtools")
library(devtools)
install_github("SmartDataAnalytics/ECoL")
SmartDataAnalytics/ECoL documentation built on Oct. 28, 2018, 8:30 p.m.