Sentence examples for regularization tools from inspiring English sources

According to the ill-posed behavior of the inverse problem, some regularization tools must be performed and the Tikhonov penalization type is the most commonly used in optical tomography applications.

In the next section, we propose a robust and efficient version of the MRMR criterion, which uses a suitable regularization and tools of robust statistics.

The regularization is a mathematical tool which provides additional constraints on the parameters.

A better account for the noise term characteristics; A better and easier way for translating the prior knowledge and in particular the sparsity; New tools for assessing the regularization parameter, a great subject of discussion for all those work with regularization theory; New solutions and new tools for doing computations (optimizations and integrations).

The first interest of using the Bayesian approach to the regularization approach is to have new tools for handling the hyper parameters [15].

The regularization used in (5) is a popular tool allowing modifying statistical methods for the context of high-dimensional data.

A number of tools, such as L1-norm based regularization and its extensions elastic net and fused lasso, have been introduced to deal with this challenge.

Similarly, the predictive engine that links stimuli features to brain signal is best chosen amongst machine learning tools, that balance modeling flexibility and regularization, such as a naive Bayes predictor [ 12], sparse [ 13] or ridge [ 14] regression.

We present a regularization algorithm that uses a combination of analytical and numerical tools to distinguish between these two contributions and ultimately subtract the singularity.

Another tool used in the proofs is a combination of regularization and sequential techniques with the Leray-Schauder nonlinear alternative.

Regularization terms with sparse representations (for instance, the ℓ 1 norm regularizer) have been developed into an important tool in these applications, and a list of methods have been proposed [1 4].