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Parameters for the algorithms were fitted by ridge regression, a regularized form of linear regression, using recorded neural and behavioral (joystick position and velocity) data.
To overcome the rank deficiency issue we propose using a regularized form of logistic regression [ 19].
The Pathifier algorithm was recently supplemented with Cox regression and a regularized form of least-squares regression (the L-LASSO -or L-norm least absolute shrinkage and selection operator method) to achieve more accurate prognosis prediction.
When the sample size was small, a regularized form of the test was used to guard against false positives that may appear due to under-estimated gene-specific variance.
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The image reconstruction method, recovering c from Φ s, is formed as a regularized optimization problem of the form (10) θ ^ = argmin ‖ W (Φ s − Kc ‖ 2 2 + α ‖ L θ ‖ 2 where W represents the structure of the noise corrupting the data. The first term in Eq. (10) requires that the estimated value of c is consistent with the observed measurement of Φ s.
Here, we computed the partial correlations using the shrinkage estimation method, a form of regularized estimator of the covariance matrix and its inverse (Schafer and Strimmer, 2005 ).
Irregular verbs and nouns may also pose serious problems, resulting in the production of nonexistent regularized forms.
In this work we present a data-driven technique for computing boundary values by solving a regularized and well-posed form of the deconvolution problem on an extended domain.
Preliminary 2D investigations are also conducted by using a regularized version of the adopted formulation.
A regularized version of the model is constructed based on the level-set method.
So, the expectation of λ ˆ n K h constitutes a regularized approximation of λ.
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