Skip to content

ECoL

Complexity Measures for Supervised Problems

v0.3.0 · Nov 4, 2019 · MIT + file LICENSE

Description

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) <doi:10.1145/3347711> and Lorena et al. (2018) <doi:10.1007/s10994-017-5681-1>.

Downloads

246

Last 30 days

18161st

639

Last 90 days

4K

Last year

Trend: +19.4% (30d vs prior 30d)

CRAN Check Status

5 NOTE
9 OK
Show all 14 flavors
Flavor Status
r-devel-linux-x86_64-debian-clang NOTE
r-devel-linux-x86_64-debian-gcc NOTE
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 NOTE
r-oldrel-macos-x86_64 NOTE
r-oldrel-windows-x86_64 NOTE
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK
Check details (5 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Luis Garcia <lpfgarcia@icmc.usp.br>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Luis",
                      family = "Garcia",
                      role = c("aut", "cre"),
                      email = "lpfgarcia@icmc.usp.br"),
               person(given = "Ana",
                      family = "Lorena",
                      role = c("aut", "ctb")))
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Luis Garcia <lpfgarcia@icmc.usp.br>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Luis",
                      family = "Garcia",
                      role = c("aut", "cre"),
                      email = "lpfgarcia@icmc.usp.br"),
               person(given = "Ana",
                      family = "Lorena",
                      role = c("aut", "ctb")))
as necessary.
NOTE r-oldrel-macos-arm64

LazyData

'LazyData' is specified without a 'data' directory
NOTE r-oldrel-macos-x86_64

LazyData

'LazyData' is specified without a 'data' directory
NOTE r-oldrel-windows-x86_64

LazyData

'LazyData' is specified without a 'data' directory

Check History

NOTE 9 OK · 5 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Luis Garcia <lpfgarcia@icmc.usp.br>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Luis",
                      family = "Garcia",
                      role = c("aut", "cre"),
                      email = "lpfgarcia@icmc.usp.br"),
               person(given = "Ana",
                      family = "Lorena",
                      role = c("aut", "ctb")))
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Luis Garcia <lpfgarcia@icmc.usp.br>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Luis",
                      family = "Garcia",
                      role = c("aut", "cre"),
                      email = "lpfgarcia@icmc.usp.br"),
               person(given = "Ana",
                      family = "Lorena",
                      role = c("aut", "ctb")))
as necessary.
NOTE r-oldrel-macos-arm64

LazyData

'LazyData' is specified without a 'data' directory
NOTE r-oldrel-macos-x86_64

LazyData

'LazyData' is specified without a 'data' directory
NOTE r-oldrel-windows-x86_64

LazyData

'LazyData' is specified without a 'data' directory

Dependency Network

Dependencies Reverse dependencies cluster e1071 FNN igraph MASS ECoL

Version History

new 0.3.0 Mar 10, 2026
updated 0.3.0 ← 0.2.0 diff Nov 4, 2019
updated 0.2.0 ← 0.1.0 diff Feb 25, 2019
new 0.1.0 Jan 21, 2018