Sentence examples for particular regularization from inspiring English sources

A possible strategy to combine such datasets would be to train a large-margin classifier with a particular regularization term that should be adequately designed.

Although we have chosen here to build upon the architecture of the existing deconvolution algorithm ISOLATE using one particular regularization strategy, other regularization strategies and deconvolution methods may be extended to provide purified, per-tumor cancer expression profiles as well.

Thanks to the use of a particular regularization term that translates our prior assumptions into constraints on the classifier, we estimate a linear classifier that is based on a restricted number of spots, and gives as much as possible equal weights to spots located near each other on a chromosome.

In particular, the regularization theorem is a key element in an important recent advance by Avila, Sylvain Crovisier, and Amie Wilkinson.

Flash3D [4] is basically an ordered subset expectation maximization (OSEM) algorithm without any particular noise regularization during the iterations.

In particular, l1 regularization approach conducts us to the Bayesian approach which is developed in Section 4. We provide two priors as generalized Gaussian priors and Student-t priors, which enforce the sparsity.

Note, in particular, that no regularization was applied.

In particular, a viscous regularization method is proposed to stabilize tangential mesh deformations and improve the convergence rate of nonlinear solvers.

The regularization, in particular the traditional Tikhonov regularization, is usually used to solve ill-posed optimization problems.

It is worth to emphasize that the regularization, in particular the traditional Tikhonov regularization, is usually used to solve ill-posed optimization problems.

On the other hand, regularization, in particular the traditional Tikhonov regularization, is usually used to solve ill-posed optimization problems [24, 25].