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To identify minimal parameter adaptations that are necessary to describe a phenotype transition, the parameter estimation protocol was extended by including a regularization term given by the sum of squared parameter changes.
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Although the maximal SNR improvement of the HDR image is bounded when only using position-dependent averaging (see Section "Denoising performance of the HDR reconstruction formula"), further improvement can be obtained by including spatial regularization in the reconstruction process.
which measures the mean square error on the training dataset and might include a Tykhonov regularization term (weighted by parameter β) introducing additional smoothness properties and leading to a ridge regression [49].
The use of models that include an L1-regularization term favors solutions in which few features are required for accurate prediction.
This is achieved by minimizing an objective function that includes a quadratic error term added to a regularization term that considers a priori beliefs or data-driven analysis to induce group sparsity [35, 36, 38].
The NN approach included a single hidden layer with 10 nodes, a regularization factor of one and 1,000 maximum iterations.
In AMMSSM, a regularization curve which includes an L-curve or U-curve method is utilized to adaptively select the regularization parameter.
This function includes a motion energy, a spatial boundary energy and a temporal regularization energy.
In contrast, ME methodology avoids overfitting by relying on a regularization technique and a Bayesian estimator that includes the prior probability distributions of both training and predictions.
The Dominican government responded to outcry over the ruling from neighboring countries and human-rights organizations by announcing a "regularization" plan for foreigners.
The volume of bubbles is mapped onto the Eulerian grid as the void fraction by using a regularization (smearing) kernel.
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