Sentence examples for such regularization from inspiring English sources

Such regularization phases seem to be a primary characteristic of self-organized behavior in these ecosystems.

In this work, we show that such regularization methods may be understood in a Bayesian context.

However, it was found that such regularization undermined the models ability to produce valid SMILES.

Such regularization methods, which describe interactions between points, provide some general properties (including objectivity and the non-alteration of a uniform field) as well as drawbacks (damage initiation, free boundary).

Such regularization helps reduce the effect of noise on the estimation process and reduces overfitting.

Without such regularization, we find that our method overfits in particular, the inclusion of information from structural neighbors leads to a decrease in accuracy.

In such context, regularization works using sets of functions of (varepsilon )-approximation-type scale.

To solve such a regularization problem efficiently, a Generalized Iteratively Reweighted Least-Squares (GIRLS) algorithm is introduced.

In such cases, regularization and leakage factors are often applied to force the null spaces out of the obtained estimates.

Such a regularization approach reduces the size of the solution space, thus reducing the time complexity of the method.

Also, any operator that acts in the same convex set, e.g., kernel-type windowing operator (WO) can be incorporated into such composite regularization operator P to guarantee the consistency [1].