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. 2018 May 2;34(19):3365–3376. doi: 10.1093/bioinformatics/bty357

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© The Author(s) 2018. Published by Oxford University Press.

This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.

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Fig. 8. — Comparing VT/SIDES/INFO+ in terms of their execution time. For INFO+ we have two versions, one that it returns a full ranking of all biomarkers, and one that it is just returns the top-K most important biomarkers. For all the experiments we simulated data from M-1 with predictive strength θ = 1. (a) Execution time vs sample size. (b) Using INFO+ with various top-K. For (a) we fixed dimensionality p = 30 and we simulate various sample sizes, while for (b) we fixed sample size n = 2000 and we simulate various dimensionalities