Other packages > Find by keyword >

FeaLect  

Scores Features for Feature Selection
View on CRAN: Click here


Download and install FeaLect package within the R console
Install from CRAN:
install.packages("FeaLect")

Install from Github:
library("remotes")
install_github("cran/FeaLect")

Install by package version:
library("remotes")
install_version("FeaLect", "1.20")



Attach the package and use:
library("FeaLect")
Maintained by
Habil Zare
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2010-11-03
Latest Update: 2020-02-25
Description:
For each feature, a score is computed that can be useful for feature selection. Several random subsets are sampled from the input data and for each random subset, various linear models are fitted using lars method. A score is assigned to each feature based on the tendency of LASSO in including that feature in the models.Finally, the average score and the models are returned as the output. The features with relatively low scores are recommended to be ignored because they can lead to overfitting of the model to the training data. Moreover, for each random subset, the best set of features in terms of global error is returned. They are useful for applying Bolasso, the alternative feature selection method that recommends the intersection of features subsets.
How to cite:
Habil Zare (2010). FeaLect: Scores Features for Feature Selection. R package version 1.20, https://cran.r-project.org/web/packages/FeaLect. Accessed 29 Jun. 2026.
Previous versions and publish date:
1.1 (2010-11-03 08:32), 1.3 (2012-10-29 08:57), 1.7 (2014-12-31 05:47), 1.8 (2015-03-08 15:48), 1.10 (2015-05-13 00:55), 1.12 (2018-05-16 22:37), 1.14 (2018-06-01 15:13)
Other packages that cited FeaLect R package
View FeaLect citation profile
Other R packages that FeaLect depends, imports, suggests or enhances
Complete documentation for FeaLect
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

SurvDisc  
Discrete Time Survival and Longitudinal Data Analysis
Various functions for discrete time survival analysis and longitudinal analysis. SIMEX method for co ...
Download / Learn more Package Citations See dependency  
ollg  
Computes some Measures of OLL-G Family of Distributions
Computes the pdf, cdf, quantile function, hazard function and generating random numbers for Odd log- ...
Download / Learn more Package Citations See dependency  
cogmapr  
Cognitive Mapping Tools Based on Coding of Textual Sources
Functions for building cognitive maps based on qualitative data. Inputs are textual sources (article ...
Download / Learn more Package Citations See dependency  
mappoly  
Genetic Linkage Maps in Autopolyploids
Construction of genetic maps in autopolyploid full-sib populations. Uses pairwise recombination fra ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
sprintr  
Sparse Reluctant Interaction Modeling
An implementation of a computationally efficient method to fit large-scale interaction models based ...
Download / Learn more Package Citations See dependency  
Maintainer: Guo Yu (view profile)

27,653

R Packages

236,180

Dependencies

73,487

Author Associations

27,536

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA