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Huang et al. introduced a regularization constraint to atom selection and used different step-sizes in each subsection of iterations to shorten reconstruction time [22].
In addition, we introduced a regularization parameter reg.
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This method introduces a regularization parameter that takes into account the noise effect.
Here, we introduce a regularization parameter γ as {boldsymbol{S}}_a^{-1}=gamma {boldsymbol{S}}_e^{-1}. (13).
We introduce a regularization method that gives a smooth formulation for the fundamental solution to Stokes flow driven by an infinite, triply-periodic array of point forces.
The regularization of the Green's function removes its singularity by introducing a regularization radius which is related to the discretization length and hence imposes a minimum resolved scale.
In this paper, we introduce a regularization term that consists of summation of two different terms defined as follows: C reg [ u ( x ) ] : = λ 1 ∫ Ω | ∇ u ( x ) | 2 + β d x + λ 2 ∫ Ω log ( u ( x ) ) d x. (8).
The soft margin SVM (C-SVM or nu-SVM) introduces a regularization parameter that allows some examples to fall inside the margin and to ignore them in the best choice of H.
The tendency to select model parameters resulting in complex models could be moderated by introducing a regularization term, penalizing solutions with greater model complexity [23] or by considering the Akaike Information Criterion (AIC) [24].
The more recent paper Ren et al. (2016b) established the comparison for fully nonlinear degenerate PPDEs, by introducing a regularization operator which can be viewed as the counterpart of the sup-convolution in the PDE literature.
The LDA learner in [27] is modified by adopting a simpler weighted pairwise between-class scatter matrix and introducing a regularization term in the within-class scatter matrix so that the gait challenge due to various capturing conditions is taken into account.
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