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We applied a regularized implementation of the SCCS model, with the regularization parameter determined by crossvalidation, and we did multivariate adjustment for time-varying concomitant medications.
Near the Haitian embassy, which had also proven inefficient at issuing the documents necessary for Haitians to comply with the regularization plan, I met Jhonny Jean, a construction worker originally from the north Haitian town of Gonaïves.
The test case is the planar maneuver with the regularization parameter K set to 5.5×103.
For solving the problems, we present new self-adaptive algorithms with the regularization technique.
An efficient feature selection method LASSO is performed in the input space with the regularization parameter selected by Cross-Validation.
Our purpose of the present manuscript is to study the more general case of the proximal split minimization problems by introducing new algorithms with the regularization technique.
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For a conservative purpose, the GSMDS method will be preferred to be applied in practice because it has the determined performance and takes no risks of giving worse results in comparison with the regularization-based methods.
The "Design examples" section presents illustrative design examples for different arrays, and the "Comparisons with the DAS and MVDR methods" and "Comparisons with the regularization-based methods" sections compare the proposed method with other related methods.
A μ a distribution in a 2D circular medium with a radius of 40 mm is reconstructed with the regularizations.
With α the regularization term.
In such cases, the number of feature combinations offers much larger degree of freedom for model over-fitting compared with selecting the regularization parameter value only, which typically does not lead to such dramatic differences between the two CV strategies.
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