Sentence examples for specific regularization from inspiring English sources

We show that a nonparametric estimator of a regression function, obtained as solution of a specific regularization problem is the best linear unbiased predictor in some nonparametric mixed effect model.

As an illustration, we consider the following specific regularization.

TV is a specific regularization method with advantage of non-restricting solution to be smooth [25].

This position specific regularization leaves the conserved positions of the matrix relatively unchanged.

Regularization introduces a prior that imposes constraints in the STRF estimate and, under noisy conditions, the specific regularization used by the model can introduce biases in the estimates [4].

We take into account the data specifics by incorporating multiple regularization terms into the optimization.

In the case of cross sections or infinitely thin slices, this is an ill-posed problem which can be solved with specific methods as, e.g., Tikhonov regularization.

This article gives an Eq. (27) for directly calculating the curvature of the L-curve of single-parameter Tikhonov regularization, and the specific derivation is shown in Appendix.

However, regularization entails making specific assumptions about the nature of the purified cancer expression profiles, and purification quality would probably be reduced if the regularization assumptions were violated.

To tackle such a problem, most of the SR methods reduce the size of the solution space by incorporating strong prior information, which can be obtained by training data, using various regularization methods, and capturing specific image features [2].

Narlikar et al. 2010 employed LASSO regularization to identify heart-specific enhancers by using TF binding specificities from PSSMs as features [ 81], our approach in contrast used non-TF chromatin-associated features from ChIP-Seq data to identify enhancers.