Supporting Materials for "Are screening methods useful in feature selection? An empirical study"

Wang, M. and Barbu, A., 2019. Are screening methods useful in feature selection? An empirical study. PloS one, 14(9).
https://doi.org/10.1371/journal.pone.0220842

• The "code" folder contains all code used to generate result data, plots and tables.
• The "main_reg_result.m" and "main_cl_result.m" generate the result data.
• The "get_reg_plot_table.m" and "get_cl_plot_table.m" generate plots and tables from the result data.
• All files with pre-fix "screen_" are screening methods.
• All files with pre-fix "learner_" are leaners.
• The "cvindex" folder contains cross-validation ready sample index data for each dataset.
• The "results" folder contains generated plots and tables.

Cite:

@article{wang2019screening, title={Are screening methods useful in feature selection? An empirical study}, author={Wang, Mingyuan and Barbu, Adrian}, journal={PloS one}, volume={14}, number={9}, year={2019}, publisher={Public Library of Science} }