CRAN/E | dcorVS

dcorVS

Variable Selection Algorithms Using the Distance Correlation

Installation

About

The 'FBED' and 'mmpc' variable selection algorithms have been implemented using the distance correlation. The references include: Tsamardinos I., Aliferis C. F. and Statnikov A. (2003). "Time and sample efficient discovery of Markovblankets and direct causal relations". In Proceedings of the ninth ACM SIGKDD international Conference. doi:10.1145/956750.956838. Borboudakis G. and Tsamardinos I. (2019). "Forward-backward selection with early dropping". Journal of Machine Learning Research, 20(8): 1–39. doi:10.48550/arXiv.1705.10770. Huo X. and Szekely G.J. (2016). "Fast computing for distance covariance". Technometrics, 58(4): 435–447. doi:10.1080/00401706.2015.1054435.

Key Metrics

Version 1.0
R ≥ 4.0
Published 2023-10-18 200 days ago
Needs compilation? no
License GPL-2
License GPL-3
CRAN checks dcorVS results

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Maintainer

Maintainer

Michail Tsagris

mtsagris@uoc.gr

Authors

Michail Tsagris

aut / cre

Material

Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-develnot available

x86_64

r-releasenot available

x86_64

r-oldrelnot available

x86_64

Depends

R ≥ 4.0

Imports

dcov
Rfast
stats