Sentence examples for explicit regularization from inspiring English sources

We develop a new proof technique showing that early stopping the algorithm instead may also yield an optimal estimator without explicit regularization.

In particular, the empirical spectral density (ESD) of DNN layer matrices displays signatures of traditionally-regularized statistical models, even in the absence of exogenously specifying traditional forms of explicit regularization.

As compared to its counterparts, this algorithm does not require an explicit regularization term.

In the absence of explicit regularization, Kernel "Ridgeless" Regression with nonlinear kernels has the potential to fit the training data perfectly.

In order to carry out history matching in a lower space and reduce the necessity of an explicit regularization term in the objective function, various parameterization methods have been presented, including the zonation method, pilot point method, subspace method, spectral decomposition, discrete cosine transform, truncated singular value decomposition, and the multiscale method.

The method in [ 15] required no explicit regularization, and the low order nature of the model was tractable to Newton-type inversion algorithms known to converge more rapidly than gradient based schemes.

It's not an explicit prior regularization.

In this paper, we address this problem using an explicit matrix regularization function.

The results illustrate that the hybrid solution is a more flexible and accurate approach than the explicit solution based on regularization, and less time consuming than the implicit solution based solely on optimization.

Global approaches tackle such problems by incorporating regularization such as explicit smoothness assumption and estimate the dense disparity map by minimizing an energy function.

It is likely a regularization, but an explicit description should be provided.