Sentence examples for by using regularized regression from inspiring English sources

This paper proposes an algorithm for pruning ELM networks by using regularized regression methods, thus obtaining a suitable number of the hidden nodes in the network architecture.

RuleFit [ 46] is an add-on package for R that extracts rules from CARTs and fits them together with linear terms using regularized regression.

This, however, should not totally renounce the idea of using regularized regression as it mainly proves its worth in more complicated and high-dimensional data analysis.

Deblurring using regularized locally adaptive kernel regression.

LAMs are fitted using regularized estimation, i.e. the regression coefficients in the components are penalized to arrive at a compromise between model fit and smoothness of the fitted curve.

The component-specific parameters in the regression models are estimated using regularized likelihood methods.

HumanNet contains 21 different data sources, which are combined into one integrated network using a regularized regression scheme trained on GO pathways.

In the code, the core structure is represented by the constructive solid geometry that uses regularized Boolean operations to build complex geometries from simple polygons.

Preliminary 2D investigations are also conducted by using a regularized version of the adopted formulation.

The difficulties associated with the nondifferentiability inherent in the CCM systematic synthesis problem are circumvented by using a regularized contact model.

We have obtained almost 6% improvement by using L21 regularized MTL with task selection.