Sentence examples for generalized validation from inspiring English sources

Also, for a given node placement (e.g., Figures 1 and 14), the dynamic postures (e.g., walk and run) and the variability in the posture duration create sufficient amount of dynamism and diversity in the network topologies, leading to a generalized validation of the presented approach.

The λ parameter is the smoothing parameter found by cross-validation, generalized cross validation or also restricted maximum likelihood (REML) methods [ 38].

A Monte-Carlo simulation is carried out to compare the efficiency of generalized cross validation and L-curve validation to choose the Tikhonov regularization parameter.

Of these, we concentrate on the use of ordinary cross-validation and generalized cross-validation.

So, a useful range for λ t is given by ([0,lambda _{t}^{text {max}})). Traditional approaches to select the tuning parameter for an ℓ 1-penalized regression problem are cross-validation and generalized cross-validation (GCV) [41].

Other alternatives such as leave-one-out cross-validation or generalized cross-validation could be used; however, unlike ordinary least squares, in many of the models of interest, the leave-one-out residual sum of squares does not have a closed form.

The regularized optimization is solved for a set of regularization parameters in each scenario and depending on the amount of data at hand the generalized cross validation method (GCV) – for larger dataset– or the robust generalized cross-validation method (RGCV) – for smaller dataset– is recommended to choose the optimal candidate.

The smoothing parameter may be chosen within GenWin via cross-validation (CV) or generalized cross-validation (GCV) [ 22].

We also use a weighted generalized cross validation method to choose the appropriate Tikhonov parameter to improve inversion results.

Basis functions and knot points are also determined for each selected descriptor using generalized cross validation after frequency analysis.

The denoise method for the vibration signals is proposed on the lifting scheme and the generalized cross validation (GCV).