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Recall that (24) is an approximate mutual information formula to enable our decentralization.
With the needed CSI, a novel symmetric processor design at the relay is developed to maximize an approximate sum mutual information formula (to reduce the signaling loading, the precoders at both end nodes and the noise propagated from the relay are not considered).
Equation (6) specifies the mutual information formula.
In the context of GRN reconstruction, this means that it does not identify whether a regulatory interaction is positive (activating) or negative (inhibiting) to overcome this challenge, we modified the conventional mutual information formula by adding a rescaling matrix.
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In this mutual information-based feature selection algorithm, the mutual information expression is adjusted by subtracting a quantity proportional to the average mutual information within the selected features.
For each edge, the factor represents any implementation margin relative to the maximum mutual information given by the Shannon formula [8].
The term "plugin estimator" is used in the standard statistical sense: we simply substitute our estimated values for the distribution into the formula for mutual information, rather than construct an estimator by other means such as maximum likelihood.
H = H2GH1 is the equivalent channel matrix, n = H2Gn1 + n2 is the compounded noise vector with covariance R n = H 2 G R n 1 G * H 2 * + R n 2. The general capacity formula or the mutual information can be written as in [21] I x ; y d = 1 2 log 2 I M + R x H * R n - 1 H = 1 2 log 2 I M + R x H 1 * G * H 2 * × H 2 G R n 1 G * H 2 * + R n 2 - 1 H 2 G H 1, (2).
The degree of dependence between one source image and the fused image could be measured by the mutual information (FMI), which can be calculated by the formula (16): FMI = sumlimits_{i = 1}^{4} {MI(I_{i},I_{f} )} (16).
We coded a PHP programme that computes the sectorial entropies, the bilateral entropies and mutual informations, and the trilateral entropies and mutual information and the transmission powers according to the formulas given above.
Refer to the formula used in [[26]], which adopted the mutual information model to implement semantic search in web.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com