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. 2019 Mar 5;9:3591. doi: 10.1038/s41598-019-40403-1

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© The Author(s) 2019

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.

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The results of repeated 10-fold cross-validation (CV) experiments on the development set, showing how variation in λ affects binomial deviance. The numbers at the top of the figure indicate numbers of features retained within the regularised models. Interval bars represent standard deviation. The vertical line to the left represents λ_min, whereas the one to the right represents λ_1SE.