Package: spFSR
Type: Package
Title: Feature Selection and Ranking by Simultaneous Perturbation
        Stochastic Approximation
Version: 1.0.0
Date: 2018-05-10
Authors@R: c(
  person("Vural", "Aksakalli", email = "vaksakalli@gmail.com", role = c("aut", "cre")),
  person("Babak", "Abbasi", email = "babak.abbasi@rmit.edu.au", role = c("aut", "ctb")),
  person("Yong Kai", "Wong", email = "yongkai1017@gmail.com", role = c("aut", "ctb")),
  person("Zeren", "D. Yenice", email = "zerendyenice@gmail.com", role = "ctb"))  
Description: An implementation of feature selection and ranking via
        simultaneous perturbation stochastic approximation (SPSA-FSR)
        based on works by V. Aksakalli and M. Malekipirbazari (2015)
        <arXiv:1508.07630> and Zeren D. Yenice and et al. (2018)
        <arXiv:1804.05589>. The SPSA-FSR algorithm searches for a
        locally optimal set of features that yield the best predictive
        performance using a specified error measure such as mean
        squared error (for regression problems) and accuracy rate (for
        classification problems). This package requires an object of
        class 'task' and an object of class 'Learner' from the 'mlr'
        package.
License: GPL-3
Encoding: UTF-8
Depends: mlr (>= 2.11), parallelMap (>= 1.3), parallel (>= 3.4.2),
        tictoc (>= 1.0)
Imports: ggplot2 (>= 2.2.1), class (>= 7.3), mlbench (>= 2.1)
Suggests: caret (>= 6.0), MASS (>= 7.3), knitr, rmarkdown
URL: https://www.featureranking.com/, https://arxiv.org/abs/1804.05589
BugReports: https://github.com/yongkai17/spFSR/issues
RoxygenNote: 6.0.1
VignetteBuilder: knitr
Config/pak/sysreqs: libgdal-dev gdal-bin libgeos-dev libglu1-mesa-dev
        libgmp3-dev libgsl0-dev jags libicu-dev libxml2-dev libmpfr-dev
        libopenmpi-dev libproj-dev
Repository: https://yongkai17.r-universe.dev
Date/Publication: 2018-10-02 12:14:06 UTC
RemoteUrl: https://github.com/yongkai17/spfsr
RemoteRef: HEAD
RemoteSha: 0ca92c1d7175b2b7a735647828b00bc2e5e9d95f
NeedsCompilation: no
Packaged: 2026-09-20 07:33:10 UTC; root
Author: Vural Aksakalli [aut, cre],
  Babak Abbasi [aut, ctb],
  Yong Kai Wong [aut, ctb],
  Zeren D. Yenice [ctb]
Maintainer: Vural Aksakalli <vaksakalli@gmail.com>