Sentence examples for Formulate the regularization from inspiring English sources

We formulate the regularization framework for information transferring of auxiliary data as follows: begin{array}{*{20}l} &minlimits_{textbf{U}} F textbf{U} =left|textbf{U}^{T}textbf{X}^{(a)}-textbf{T}^{(a)}right|_{F}^{2}+Omega textbf{U}), end{array} (16).

Valmadre and Lucey [21] formulated the regularization of the trajectory basis with a temporal filter.

Based on this sparsity prior, we formulate the sparse representation regularization term and incorporate it into the PR optimization problem.

We formulate the sparse representation regularization term and incorporate it into the PR optimization problem combining with the support and Fourier magnitude constraint.

We incorporated the formulated regularization term into the PR problem, which yields a new non-convex optimization problem.

Besides, there are many approaches to formulate the penalty function, among which the Tikhonov regularization [ 80], Least Absolute Shrinkage and Selection Operator (LASSO) regularization [ 91], the elastic net [ 92] and the entropy based methods [ 90, 93] are the most frequently used.

Medina, the creator of the regularization plan, considers it a success.

Of those, less than 9,000 have been able to register under the regularization program, according to Human Rights Watch.

The regularization parameter (gamma=0.05).

The regularization term (15).

Among the regularization methods, first-order regularization out-performed both the zeroth- and second-order regularizations.