Sentence examples for importance of regularization from inspiring English sources

This highlights the importance of regularization on the performance of DNN.

The importance of the regularization is always defined through positive regularization constants the higher the value, the higher the importance.

Combing this network regularizer   R with the objective function in Eq. (8), we obtain the objective function of RNMF as follows (11) O = | | X - U V T | | 2 + α | | W ⊙ (Y - B V T ) | | 2 + β Tr (V T L V ) where β is the regularization parameter controlling the importance of the network regularization term.

The importance of separating the regularization parameters becomes even more evident when regularizing more complex concentration sets.

Simulated reconstructions showed significant improvements of including hyperspectral data along with the importance of using multiple regularization parameters for each chromophore.

In our proposed GM-SMCC method, the regularization parameters α and β quantify the importance of the network regularizer and label regularizer in the objective function (4).

By incorporating relative importance of the VAR coefficients into the elastic net, we propose a new class of regularization, called recursive elastic net, to increase the capability of the elastic net and estimate gene networks based on the VAR model.

For linear discriminant, we used two methods of regularization: principal component analysis, and ridge regularization.

Different norms have different effects of regularization.

It was the first of a series of "regularization programs" that continued over the following decade.

"For more than 20 years there hasn't been any program of regularization [in the United States].