Sentence examples for regularization used from inspiring English sources

Then, in Section 3, we present the proposed regularized criterion after pointing out the different regularization used in the literature.

We introduce a robust algorithm for solving the L1 regularization problem and provide a guide to implementing it, including the choice of the amount of regularization used and the assignment of error estimates.

The second technique uses approximate solutions to the reverse heat equation, recognizing that the standard regularization used in vortex methods (estimating particle strengths using the local value of vorticity multiplied by particle area/volume) corresponds to a Gaussian blurring of the original field.

The ridge regression regularization used during parameter fitting automatically chooses the best time offset(s) by suppressing the weight coefficients of less useful time offsets.

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].

In DOT, the conventional form of regularization used is the L2 norm.

Multi-mechanism linear models were constructed through regularized logistic regression (lasso regularization) using the glmnet R package [ 22].

We demonstrate the suitability of TV regularization using a proof-of-concept simulation of BOS tomography on an LES phantom.

Typically, controlling the degree of sparseness and characterizing the uncertainty of model parameters are two critical issues for model regularization using NMF.

The damage identification results are obtained iteratively with the penalty function method with Tikhonov regularization using the measured structural dynamic responses.

Training of the network is done using the Levenberg Marquardt (LM) method with generalization techniques such as early stopping and Bayesian regularization using a pool of training and validation data.