Package: carsAlgo
Title: Competitive Adaptive Reweighted Sampling (CARS) Algorithm
Version: 0.5.0
Authors@R: c(
  person("Md. Ashraful", "Haque", email = "ashrafulhaque664@gmail.com" , role = c("aut", "cre")),
  person("Avijit", "Ghosh", email = "avijitghosh19892@gmail.com" , role = "aut"),
  person("Sayantani", "Karmakar", email = "sayantanikarmakar20@gmail.com" , role = "aut"),
  person("Harsh", "Sachan", email = "harsh1635095@gmail.com" , role = "aut"),
  person("Shalini", "Kumari", email = "shalinik554@gmail.com" , role = "aut")
  )
Maintainer: Md. Ashraful Haque  <ashrafulhaque664@gmail.com>
Description: Implements Competitive Adaptive Reweighted Sampling (CARS) 
    algorithm for variable selection from high-dimensional dataset using Partial 
    Least Squares (PLS) regression models. CARS algorithm iteratively applies the 
    Monte Carlo sub-sampling and exponential variable elimination techniques to 
    identify/select the most informative variables/features subjected to minimal 
    cross-validated RMSE score. The implementation of CARS algorithm is inspired 
    from the work of Li et al. (2009) <doi:10.1016/j.aca.2009.06.046>. 
    This algorithm is widely applied in near-infrared (NIR), mid-infrared (MIR), 
    hyperspectral chemometrics areas, etc.
License: MIT + file LICENSE
Encoding: UTF-8
RoxygenNote: 7.3.3
Depends: R (>= 4.1.0)
Imports: ggplot2, pls, rlang, stats, utils
URL: https://github.com/mah-iasri/carsAlgo
BugReports: https://github.com/mah-iasri/carsAlgo/issues
NeedsCompilation: no
Packaged: 2026-04-10 13:44:44 UTC; Ashraful
Author: Md. Ashraful Haque [aut, cre],
  Avijit Ghosh [aut],
  Sayantani Karmakar [aut],
  Harsh Sachan [aut],
  Shalini Kumari [aut]
Repository: CRAN
Date/Publication: 2026-04-16 10:12:11 UTC
Built: R 4.6.0; ; 2026-04-26 06:17:44 UTC; unix
