Sentence examples similar to for the purpose of regularization from inspiring English sources
We assess the accuracy with which the correct regulatory relationships within the networks are extracted, and consider alternative methods of regularization for the purpose of overfitting avoidance.
The purpose of the regularization term is to control over-fitting of data by unrealistic, spurious oscillations of the resistivity model.
The L-curve based regularization method is found to be reasonably accurate for the purpose of designing solidification processing systems.
Hence, we examine L1-norm regularization, or the least absolute shrinkage and selection operator (lasso) [ 22] for the purpose of avoidance of overfitting.
The purpose of this paper is to present the general iterative method combining the regularization method and the averaged mapping approach.
The main purpose of the nonlocal regularization is to generalize the local gradient and divergence concepts into the local form.
For the sole purpose of making money.
Strategies to overcome this problem include the use of regularization methods for CSP (such as invariant CSP [ 37] or robust CSP [ 38]), the explicit removal of outlier trials or channels and regularization in the following classification step.
However, for the inverse kernel the effective support will depend on the amount of regularization: the effective size will decrease as the regularization increases, and vice versa, because regularization increases the smoothness of the Fourier spectrum.
In the case of regularization, we present a detailed critical comparison of methods and guidelines for properly tuning them.
