Sentence examples for existing regularization from inspiring English sources

The proposed methods are compared with several existing regularization methods through simulations.

We have undertaken two numerical experiments to investigate the performance of this method and compare to existing regularization methods.

In the rest of this article, section 2 first outlines our general approach for adapting existing path regularization techniques to work with patterns of discretized input features instead of single continuous values.

The application of the regularization to an existing subgrid scale model is shown to remove high wavenumber errors while maintaining agreement with Direct Numerical Simulations (DNS) of forced and decaying isotropic turbulence.

Although we have chosen here to build upon the architecture of the existing deconvolution algorithm ISOLATE using one particular regularization strategy, other regularization strategies and deconvolution methods may be extended to provide purified, per-tumor cancer expression profiles as well.

We also compare the performance of SPC-EN with existing methods which use only L1-norm regularization (SPC-L1) on simulated and experimental datasets.

In this paper we present a new framework based on the existing Laplacian SVM [14], by adding a regularization term to the standard optimization problem and solving the new optimization equation derived from there.

The proposed regularization term is based on the complementary properties of local structural regularity and non-local self-similarity existing in natural images, aiming at preserving sharp edges and producing fine details in the resultant image.

We extend the existing Laplacian SVM and present (S^3VM-R), by adding a regularization term to exploit exogenous information embedded in our feature space in favor of the task at hand.

This paper intends to fill the gap in the existing studies to systematically benchmark the performance of the lp-regularization-based BLT reconstruction algorithms.

Based on the existing analogy, the reconstructed wind load in higher modes, derived from different regularization parameter estimation techniques, can also be validated.