Sentence examples for by shrinking the coefficient from inspiring English sources

The final model will be corrected for overoptimism by shrinking the coefficient.

Also penalized methods enhance the accuracy of predictions by shrinking the coefficients of nonzero elements with data-adaptive tuning parameters.

This type of analysis can deal with data sets in which the number of events per variable is much less than 10, as it prevents overfitting by shrinking the coefficients compared with those by standard Cox regression (Ambler et al, 2012).

In datasets with few events, the range of the predicted risks is too wide as result of overfitting, but this range can be reduced by shrinking the regression coefficients towards zero.

These methods operate by shrinking the size of the coefficients, pushing the coefficients of markers with little or no apparent effect on a trait down toward zero, reducing the effective degrees of freedom and in many cases performing model selection.

LASSO constrains the sum of the absolute values of the regression coefficients, shrinking the coefficients of redundant or uninformative variables to zero, resulting in a sparse model.

"You cannot shrink the debt burden by shrinking the budget deficit".

Congress tried to reform this process by shrinking the markup.

Hence, one of the popular wavelet domain denoising methods is to shrink the coefficients by thresholding [1, 2], i.e., the coefficients under a certain magnitude are treated as nonsignificant and are set to zero, while the remaining significant ones are kept unmodified (hard-thresholding) or their magnitudes are reduced (soft-thresholding).

Several solutions that shrink the coefficients have been proposed.

This constraint shrinks the coefficients toward zero and results in coefficients with values of exactly zero.