Sentence examples for in place of regularization from inspiring English sources

In place of regularization using classical methods such as truncated singular value decomposition and Tikhonov regularization, the proposed method involves the direct definition of the filter factors on the basis of a thresholding operation, defined from the estimated measurement noise.

The CDEK is adopted in tuning of regularization parameter and the radial basis function bandwith.

In the case of regularization, we present a detailed critical comparison of methods and guidelines for properly tuning them.

In these cases some kind of regularization method must be used to find a feasible solution.

In DOT, the conventional form of regularization used is the L2 norm.

Thus, the use of regularization in SENSE [ 127– 129] as well as GRAPPA [ 130] was developed.

However, the use of regularization in systems biology has been marginal [ 88], especially regarding mechanistic (kinetic) nonlinear models.

In the case of ill-conditioning and overfitting, we consider the use of regularization techniques.

Gene-dependent parametrization of Ψ represents a method of regularization allowing us to remove penalty terms in Equations (5)–(7).

Finally, the use of regularization significantly improved the performance of the optimization method, resulting in faster and more stable convergence.

The new form of regularization, termed the Modified Total Generalized Variation (MTGV) regularization, offers a compromise between distinguishing discrete and smooth features in the reconstructed distributions.