Sentence examples for penalized methods from inspiring English sources

However, this topic deserves further studies before it can be used in both clustering and identification of Granger causality between sets of time series, since penalized methods relying on L1 penalization [ 35] or kernel [ 36] may present biased estimators.

This may explain the superiority of penalized methods over nonpenalized methods, but if those assumptions for nonpenalized methods are satisfied, they may perform better than penalized methods approaches.

The simulated data were analyzed using the same five penalized methods as in Simulation Study 1.

However, penalized methods estimate individual effects of each SNP by shrinking each coefficient.

In terms of model complexity, there are substantial differences among penalized methods.

Penalized methods are more particular, selecting only one or several variables per causal locus.

In a few cases, the matrix Λ may be singular; we can use penalized method or generalized inverse to estimate Λ−1.

Even though many cancer profiles contain large size of aberrations, which do not have the sparsity in their relative intensities data sets, the existence of the sparsity of the jumps (only a few jumps exists for the relative intensities) still favors the penalized method.

Note that by taking the square of these distances, this criterion penalizes methods that have large discrepancies between time estimates and fossil ages.

Moreover, the method will more strongly penalize methods that correctly predict high saliency of centered objects than methods that highlight irrelevant background at the boundaries of the images.

Because LASSO and LR-BS had the lowest BIC among the penalized regression methods and classical methods, respectively, we compared their ROC curves.