Sentence examples for by using regularized 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.

The paper by Lee et al., entitled "Facial affect recognition using regularized discriminant analysis-based algorithms," proposes a regularized discriminant analysis-based boosting algorithm (RDAB) with effective Gabor features to recognize the facial expressions, such as happiness, disgust, fear, anger, sadness, surprise, and neutral state.

Deblurring using regularized locally adaptive kernel regression.

The models are fitted using regularized least-squares.

Parameters and model order are estimated using regularized least-squares inversion with lp norm penalty, where p≤1.

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

Second, we formulate the problem in a machine-learning language using regularized linear models.

Models were trained and validated using regularized least squares classifiers (RLSC) and fivefold cross-validation.

In the following, an EM-type algorithm is proposed for fitting mixtures of LAMs using regularized estimation.

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.