Sentence examples for automatic shrinkage from inspiring English sources

The classifier used here was regularized version of LDC, with automatic shrinkage, to account for the higher dimensionality of the features, as in Vidaurre et al.

Instead of these procedures, a surrogate strategy is LARS-EN (least angle regression via elastic net [24]), which performs continuous shrinkage and automatic variable selection simultaneously.

Thus, it provides shrinkage and automatic variable selection and can handle more efficiently with the severe multicollinearity that often exists in GWA analysis.

By making η small, this hyper-prior functions like a shrinkage prior, enabling Automatic Relevance Detection (ARD) [MacKay, 1995; Tipping, 2001].

One possible solution of this drawback is the elastic net penalization approach, which may be applied in analyzing microarray time-to-event data [5], since it simultaneously performs automatic variable selection and continuous shrinkage similar to the Lasso method.

Because the choice of shrinkage parameter is semi-automatic, our method does not require computationally intensive CV.

We have introduced a semi-automatic method to guide the choice of shrinkage parameter in ridge regression.

Our method, LASSO local automatic regularization resample model averaging (LLARRMA), combines LASSO shrinkage with resample model averaging and multiple imputation, estimating for each SNP the probability that it would be included in a multi-SNP model in alternative realizations of the data.

This discounting of "invalid" priors is encouraged by our use of shrinkage hyperpriors [Henson et al., 2007], enabling automatic relevance detection (ARD; see Appendix A).

Shrinkage has its positive side.

"Mould damage, shrinkage," he says.