Sentence examples for by using penalized regression from inspiring English sources

LS-based prediction method, an adaptive predictor, can be improved by using penalized regression.

The smoothing term was fitted by using penalized regression splines with degree of smoothness selected by cross-validation technique, allowing us to determine the functional relationship between the different matrices in a flexible, data-adaptive way instead of being restricted to a linear relationship.

This paper provides a novel mechanism for identifying and estimating latent group structures in panel data using penalized regression techniques.

Variable selection was carried out using penalized regression.

Each of the smooth functions in the model was represented using penalized regression splines.

The potential nonlinearity of the association between M/I and GFR was investigated using penalized regression splines.

To establish optimized guidelines for reproducibly linking genomic features (such as gene expression) to outcome using penalized regression (Fig. 1), we compared the LASSO, Ridge regression and Elastic Net with three strategies for 2D tuning of its penalty parameters.

It is also possible to select SNPs and construct the rule within the same analysis by using, e.g., penalized regression approaches (Kooperberg et al. 2010).

Using penalized logistic regression, we built a prediction model consisting of five CpG sites (IL10_P348, LCN2_P86, ZAP70_P220, AIM2_P624, TAL1_P817) that discriminated PaC patients from controls (C-statistic = 0.85 in phase I; 0.76 in phase II).

Temperature variables were modeled using penalized cubic regression spline.

Next, the significant genes were used to build three models, one for predicting each clinical factor, using penalized logistic regression (LASSO) [ 15].