Sentence examples for based on regularized least from inspiring English sources

It is a tool bar developed for supervised learning based on regularized least square algorithm.

We primarily use methods based on regularized linear regression to accomplish this.

Multivariate associations were based on regularized logistic regression with a singular value decomposition to reduce the dimensionality of the radiomics data.

We used the web interface for Cyber-T (http://cybert.microarray.ics.uci.edu/) to employ statistical analyses based on regularized t-tests that use a Bayesian estimate of the variance among gene measurements within an experiment [49].

It is based on regularized low-rank approximation and enjoys nearly optimal error bounds.

For instance, the pint/simcca algorithm [ 34] decomposes GE and CN data sets into shared and independent Gaussian components based on regularized probabilistic CCA.

The proposed robust filters are based on a regularized least-squares formulation and guarantee minimum state error variances.

Microwave image reconstruction is typically based on a regularized least-square minimization of either the complex-valued field difference between recorded and modeled data or the logarithmic transformation of these field differences.

Equation (16) is known as a dictionary learning model based on l1-regularized least squares.

A regularized elimination algorithm based on Partial Least Squares produces results that increase understandability and consistency and reduces the classification error on test data compared to standard approaches.

Particularly, redundancy is measured by a new regularized version of the coefficient of multiple correlation and relevance is measured by a highly robust correlation coefficient based on the least weighted squares regression with data-adaptive weights.