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Note that the loss function in Equation 3 can be seen as a regularisation in which acoustic patterns are preferred that correspond to the occurrences of slot values.
The advantage of model-based approaches is that they allow the incorporation of prior knowledge acting as a regularisation that favours plausible solutions over implausible ones.
The approach holds mathematical promise for application in the design of instruments for measuring thermal properties or possibly as a regularisation technique to be applied in conjunction with other inverse approaches to the problem.
A mixture of ℓ1- and ℓ∞-norms of the current density, when used as a regularisation term in the field synthesis problem, was found to produce coils with bunches of equally spaced windings that do not take up all of the available surface.
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CPAP treatment could ameliorate the quality of the information between brainstem cardiovascular and sleep structures through a regularisation of breathing and, as a result, an increase in the gain values and also a decrease in the variability of the time delay between modifications in cardiac sympatho-vagal influence and delta power band during sleep.
In order to flag such regions we introduce a regularisation function that we refer to as the 'viscosity' ν.
The de-noised map of the searched parameter is finally obtained from structures selected as significant in the scale-space, while non-significant contributions are lowered using a regularisation process.
It is controlled through a regularisation parameter d.
λ is a regularisation parameter that determines the relative importance of sparsity in the reconstruction.
A regularisation matrix (underline{underline{mathbf {R}}}) is also included to help stabilise the inversion.
Here, we devise and apply a regularisation approach specifically tailored for scanned images.
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