Sentence examples for regularization in terms of from inspiring English sources

In this article we present a classification of methods for surface reconstruction and its solution in the framework of classical regularization, in terms of linear combinations of the reproducing kernel in certain proper space for reconstruction.

The components of the system are designed to achieve high-performance operation during short pulses of plasma discharges about 200 ms. The plasma equilibrium reconstruction algorithm with regularization in terms of moving filaments without iterations was developed.

The solution to this problem lies in extending the approach to include arbitrary non-rigid deformation at scales below the tile level preserving the regularization in terms of local rigidity.

Regularization mainly took place in terms of rules for freight rates and prohibition of customer discrimination in the USA.

In this section, we examined four popular back-propagation learning algorithms namely, (Levenberg- Marquardt (LM), scaled conjugate gradient (SCG), gradient descent with momentum and adaptive learning rate back-propagation (GDX) and Bayesian regularization back-propagation (BR) in terms of speed and the number of iterations to achieve the same performance goal (MSE =0.01.

The performances are numerically analyzed in terms of generalization, regularization and training effort.

On the other hand, it could be more difficult to control the adaptation in terms of the regularization term, since its values are increasing and could lead to overflows.

Solutions developed by this theory are stated in terms of a regularization function, which helps us to select, among the infinite solutions, the one that best fulfills a prescribed constrain (e.g., smoothness, sparsity, and low rank).

With the stable performance, we can hypothesize that even if the guess is away from the optimal regularization strength, our method can perform well in terms of discrimination.

A new class of nonparametric covariance function estimators in terms of various spectral regularizations of an operator associated with a reproducing kernel Hilbert space is developed.

In conclusion, vegetation with higher canopy cover improved environmental conditions in terms of relative humidity and regularization of extreme temperatures during the warm season.