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: Lorena et al. (2019) and Lorena et al. (2018) .


Reference manual

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install.packages("ECoL")

0.4.4 by Luis Garcia, 4 months ago


https://github.com/lpfgarcia/ECoL/


Report a bug at https://github.com/lpfgarcia/ECoL/issues


Browse source code at https://github.com/cran/ECoL


Authors: Luis Garcia [aut, cre] , Ana Lorena [aut, ctb] , Marcilio Souto [aut, ctb] , Tin K. Ho [aut, ctb]


Documentation:   PDF Manual  


MIT + file LICENSE license


Imports cluster, e1071, FNN, igraph, MASS

Suggests testthat


See at CRAN