Sentence examples for shrink the sample from inspiring English sources

We showed experimentally that, for this example, as long as aggregation does not shrink the sample size unduly, it does not significantly impair the performance of the logistic regression model for predicting the direction of the DJIA stock market index.

Then the search continues by gradually shrinking the sample space to detect better configurations as we expect them to be near the already detected configuration.

Annealing SAMC shrinks the sample space at each iteration according to the current sample.

LIMMA employs an empirical Bayes methodology that effectively shrinks the sample variances towards a pooled estimate.

Thirdly, in each center, Model 1 provides a predicted log-odds ratio that shrinks the sample value toward the mean.

However, a large filter such as 500, which removes 80% of annotated genes in M.tuberculosis, greatly shrinks the sample space of novel peptides and biases the estimation.

In the Supplementary Material, we use multiple proteomic and metabolomic datasets to compare the results obtained from the PPLR method with the eBayes approach, a modification of the classical t-statistic using an empirical Bayes method to shrink the estimated sample variances towards a pooled estimate, providing a more stable inference for small numbers of samples (Smyth, 2004).

These will also be compared to 4. DESeq using only the common variance (DESeqCommon), 5. DESeq using the maximum of the common variance and sample variance (DESeqMax) and 6. edgeR using a trended common variance and empirical Bayes to shrink the gene sample variances towards the common variance (edgeR).

Unlike existing methods that shrink the signal samples to zero, the proposed SI-LMS and SI-RLS algorithms shrink to zero the links that have poor performance or high MSE values.

In contrast to existing methods that shrink the signal samples to zero, SI-LMS and SI-RLS shrink to zero the links that have poor performance or high MSE values.

An empirical Bayes method to shrink the probe-wise sample variances towards a common value was utilised.