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message: 'To cite package "carsAlgo" in publications use:'
type: software
license: MIT
title: 'carsAlgo: Competitive Adaptive Reweighted Sampling (CARS) Algorithm'
version: 0.5.0
doi: 10.32614/CRAN.package.carsAlgo
abstract: 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) <https://doi.org/10.1016/j.aca.2009.06.046>.
  This algorithm is widely applied in near-infrared (NIR), mid-infrared (MIR), hyperspectral
  chemometrics areas, etc.
authors:
- family-names: Haque
  given-names: Md. Ashraful
  email: ashrafulhaque664@gmail.com
- family-names: Ghosh
  given-names: Avijit
  email: avijitghosh19892@gmail.com
- family-names: Karmakar
  given-names: Sayantani
  email: sayantanikarmakar20@gmail.com
- family-names: Sachan
  given-names: Harsh
  email: harsh1635095@gmail.com
- family-names: Kumari
  given-names: Shalini
  email: shalinik554@gmail.com
repository: https://mah-iasri.r-universe.dev
repository-code: https://github.com/mah-iasri/carsAlgo
commit: 444f48637956d22ca12d858b869dafc4e6727258
url: https://github.com/mah-iasri/carsAlgo
date-released: '2026-04-19'
contact:
- family-names: Haque
  given-names: Md. Ashraful
  email: ashrafulhaque664@gmail.com