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Our proposed method can be also seen as the regularization of non-linear activation to reduce overfitting.
In this study, we propose to integrate pair-wise distance metric learning as the regularization of model parameter optimization.
On the other hand, if kleqfrac{1}{2m-3}(p+q-2m-1), we shall define (langledelta_{1}^(G),phirangle) and (langledelta_{2}^(G),phirangle) as the regularization of (2.5) and (2.6), respectively.
On the other hand, if kgefrac{1}{2m}(p+q-2m), then we shall define (langledelta_{1}^(G),phi rangle) and(langledelta_{2}^(G),phi rangle) as the regularization of (2.5) and (2.6), respectively.
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Venezuela "will never accept interference of any kind in its internal affairs," the Foreign Ministry said in a statement, adding that it "considered terminated the process begun in the conversations in Guatemala that had as their goal the regularization of our diplomatic relations".
Note that this mechanism has been suggested before, for instance, to underlie the drop in dopamine after intrastriatal infusion of kynurenic acid, which can act as an α7 inhibitor, and for the regularization of enhanced dopamine release in a mouse model of schizophrenia.
This makes sense, since enforcing the constraint that the individual CHI model should be represented by a dictionary plays a role in the regularization of the model learning, as the dictionary basis vectors are numerical representations of patient heterogeneity.
The reason is that the sparsifying dictionary actually plays a role in the regularization of the model learning, as the dictionary basis vectors are numerical representations of patient heterogeneity.
On the other hand, the results demonstrate as well the regularization capabilities of the non-local gradient-based poroplastic theory, with exception of a particular stress condition which is also evaluated in this work.
In addition to the aforementioned CV issues, selection of hyper-parameters, such as the regularization parameter λ of KronRLS model, introduces additional challenges for the performance evaluation.
Results concerning the effects of number of measurements, noise level in the data as well as the regularization parameters on the accuracy of the scheme are also given.
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