Sentence examples for provide regularization from inspiring English sources

It is likely that in some cases, such fluctuations, if kept within certain bounds, can provide regularization of the learning process or can be used to implement global optimization algorithm akin to simulated annealing.

Hyperparameters of the Dirichlet prior control the amount of uncertainty in the motif model parameters and that can also provide regularization for the inference problem (see [70] for a discussion in the context of Bayesian networks).

Our probabilistic formulation also provides regularization to the inference problem via several informative prior distributions, hence further improving performance.

In this paper, we provide a regularization method for general monotone variational inequality, where the regularizer is a Lipschitz continuous and strongly monotone operator.

In this section, we provide a regularization inertial proximal point algorithm for finding a solution of the problem (1.2).

The aim of this paper is to provide a regularization and its induced iteration method for VIP (1.1) in the general case.

In this paper, we provide a regularization method for finding a solution of Noor's variational inequality problem induced by a hemicontinuous monotone operator.

Without the strong monotonicity assumption of the mapping, we provide a regularization method for general variational inequality problem, when its solution set is related to a solution set of an inverse strongly monotone mapping.

Bayesian learning provides model regularization for NMF.

RDA provides a regularization technique to combine the strengths of QDA and LDA.

By providing proper regularization our methods overcome some of these difficulties.