Sentence examples for regularized framework from inspiring English sources

It is demonstrated in the present article that an extended regularized framework can be designed to overcome the current drawbacks, but it comes with a significant increase of computational complexity and requires an extension of the classical software features encountered in fast transient dynamics simulation programs.

Earlier work on the topic makes use of a lasso-like regularized regression framework.

These regulators and their corresponding posterior probabilities of activity are used in a regularized regression framework to predict response.

The latter should be possible by integrating placebo arms of clinical trials into the regularized regression framework.

In this paper we solve the problem using a standard regularized least square framework in an approximation space spanned by the shifts and dilates of a single compactly supported function ϕ.

In this subsection, we develop the smooth approximation algorithm for the underdetermined formation based on a regularized target reconstruction framework.

To address these issues, we propose a sparse, regularized multitask regression framework with co-clustering.

Additionally, we introduce a matrix-regularized graph learning framework that can benefit to unify some existing graph construction models and develop new graph learning algorithms.

Motivated by the fact that the brain is organized with modular structures, in this paper, we propose a novel functional brain network modeling scheme by encoding a modularity prior under a matrix-regularized network learning framework, and further formulate it as a sparse low-rank graph learning problem, which can be solved by an efficient optimization algorithm.

A unified framework of regularized eigenphone estimation is proposed in Section 3. Various regularization methods and their combinations are discussed in detail.

A general framework of regularized online classification EM for GMM was proposed[14].