swa

Subsampling Winner Algorithm for Classification

CRAN Package

This algorithm conducts variable selection in the classification setting. It repeatedly subsamples variables and runs linear discriminant analysis (LDA) on the subsampled variables. Variables are scored based on the AUC and the t-statistics. Variables then enter a competition and the semi-finalist variables will be evaluated in a final round of LDA classification. The algorithm then outputs a list of variable selected. Qiao, Sun and Fan (2017) .

  • Version0.8.1
  • R version≥ 3.3.1
  • LicenseGPL-3
  • Needs compilation?No
  • Last release10/18/2017

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  • Depends4 packages
  • Suggests1 package