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The transform coefficients are then subjected to a hard threshold.
The output is compared to a hard threshold, selected according to P FA (Figure1).
Because of errors in the database, a hard threshold cannot be used for land and sea.
Furthermore, intracellular recordings suggest that a hard threshold is a rough approximation and an exponential voltage-dependent spiking intensity is more realistic [33].
The SL0, IAA, and SLIM algorithms are initialized based on an l 2-norm solution with incorporating a hard threshold set to − 20 dB.
The SALSA is improved by adding a hard threshold de-noising to obtain optimal sparse coefficients of steady modulation and impact modulation components.
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The diagonal sparse transformation matrix P can be re-formulated as a "hard threshold -like operathreshold -like8: x^{k + 1} = Hleft( {y^{k + 1} } right) = left{ {begin{array}{*{20}c} {0,} & {{text{if}} quad y^{k + 1} < 0} {y^{k + 1},} & {{text{if}} quad y^{k + 1} ge 0} end{array} } right., (8)where y k+1 is the intermediate updating result operation + 1)th iterasinn.
In order to keep the most meaningful block information and just reduce the noise, we should use a zigzag thresholding, instead of a hard thresholding.
Thus, we want to avoid the decision based on a hard thresholding and propose an approach that exploits a modeling of the power ratios as was similarly proposed by the authors in[31].
The denoising procedure for the 3D tensor ( {mathcal{Z}}_x ) consists of a hard thresholding of the coefficients of the transformed tensor ( mathcal{T}left({mathcal{Z}}_xright) ), followed by the inverse transformation.
In effect, this approach is a dynamic significance thresholding strategy where a local hard threshold is determined for each GIL separately using the correlation matrix of each GIL.
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