Sentence examples for and regularization in the from inspiring English sources

Thus, we recommend feature selection methods and regularization in the training phase of an ANN (e.g., weight decay [ 17]) for genome-enabled predictions on large SNP-panels.

Strategies to overcome this problem include the use of regularization methods for CSP (such as invariant CSP [ 37] or robust CSP [ 38]), the explicit removal of outlier trials or channels and regularization in the following classification step.

Based on the strengths and weaknesses of the regularizations cited above, we propose to combine the TV and BTV regularization in the deconvolution and denoising stage.

Both penalized parameters for L1 and ridge regularization in the Elastic net were tuned by the 10-fold cross validation on the two-dimensional parameter surfaces.

Titus-Ernstoff et al. provided evidence of menstrual irregularity and delayed menstrual regularization in the daughters of women exposed to diethylstilbestrol in utero [ 33].

We distinguish two strategies of integrating fairness: (1) fair greening by constraints and (2) fair greening by regularization in the objective function.

The best architecture has been sought using genetic algorithms (GA) in conjunction with pruning algorithms and regularization methods in which the initial distribution of the parameters (weights) of the network is not uniform.

The manufactured solution allows us to observe the expected convergence rates and explore the effects of the regularization in the optimization.

Given how many Haitian immigrants and Dominicans with Haitian parents remain, without "regularization" in the Dominican Republic, one can easily imagine that the expulsions will number in the thousands.

Injecting priors –or regularization– in the estimation makes it well-posed and shapes the brain maps extracted.

We report further practical considerations in Additional file 1. Figure 5 a depicts trade-off between the model fit and regularization penalty for the candidates in the biomass batch growth (BBG) case study.