Sentence examples for regularized bias from inspiring English sources

While we did not include regularized bias terms in our experiments because of the aforementioned reason, it can be profitable for GRMT if the average target values of the tasks differ substantially.

The problem of differing average pIC50 values between tasks can be circumvented for GRMT by adding a regularized bias term as shown in Equation 7. Another possibility is to skip the feature selection, which removes features that occur in more than 90% of the compounds.

The bias of regularized solution can be estimated by (Bouman, 1998, p. 27; Xu, 1998; Eshagh, 2009): (5b) One important issue in the Tikhonov regularization is the proper selection of the regularization parameter α2.

Further, we show how regularized estimations ensure the best trade-offs between bias and variance, reducing overfitting, and allowing the incorporation of prior knowledge in a systematic way.

However, we also observe larger bias from the nominal trajectory for the regularized models, since no prior knowledge was used in this case (worst case scenario).

For example, Ritchie et al [9] compare background correction methods for two-color microarrays by comparing MA-plots, precision as measured by the residual standard deviation of each probe, bias and differential expression as measured by SAM regularized t-statistics [10].

Interest in regularized estimation for multivariate analyses and the trade-off between sampling variance and bias dates back to the 1970's and earlier, stimulated in particular by the work of Stein, e.g. [ 8, 9].

TS2: the regularized calibration problem (7 )-(8 ) is solved for each regularization parameter.

A bias is b, and (w_i) is determined by SVM, in which L2-regularized L2-loss SVC [20] solves the following primal problem: begin{aligned} min _{w} ;;;frac{1}{2}varvec{w}^{top }varvec{w}+Csum _{i=1}^{l}left( max left( 0,1-y_{i}varvec{w}^{top }varvec{x}_{i}right) right) ^{2}.

The next summer, the dance became more regularized.

The Bank Holiday Act of 1871 further regularized leisure time.