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Weighted networks have the advantage of preserving the continuous nature of co-expression and co-methylation information, which is particularly useful when studying module preservation.
This approach has the advantage of preserving the continuous nature of neural structure and offers whole brain coverage, so is potentially sensitive to areas of Wallerian degeneration remote to the lesion (Geva et al., 2012).
This widely used procedure has the asset of preserving the continuous nature of behavioural scores, but it also dichotomizes brain integrity and is limited to coverage of lesioned areas.
The power transformation with β > 1 allows one to suppress low co-expression similarities that may be spurious while at the same time preserving the continuous nature of co-expression information.
Although the latter approach has the advantage of preserving the continuous nature of behavioural performance, both techniques are inherently unidimensional and do not consider the presence of co-occurring deficits (e.g. poor comprehension).
Although the nature of underlying lesion-deficit relationship in the present sample is not known, we opted for VBCM because this approach has the virtue of preserving the continuous nature of both behavioural and neural indices.
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Based on these structures, we propose the stochastic symplectic and multi-symplectic methods, which preserve the continuous and discrete charge conservation laws, respectively.
This algorithm does not discretize the state space, but rather it preserves the continuous domain of the capital stock and the productivity shock.
The use of differential equations preserves the continuous nature of biological variables.
The power β facilitates a soft-thresholding approach that preserves the continuous nature of the co-expression relationships [ 19- 21].
The use of continuous equations preserves the continuous nature of biological variables and the interactions between them, as well as the continuous nature of chronic disease.
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