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Spaces composed of text-objects are configured in the way "the higher the mutual relevance between a pair of text-objects is, the closer the text-objects are mapped".
Instead of using mutual redundancy, the proposed criterion tries to choose the highest ranked features determined by ReliefF and Fisher Score while providing the mutual relevance between features and the class labels.
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Our study demonstrates the mutual relevance of, and interaction between, policies designed to address these two environmental challenges individually.
Yet the grinning North Korean and stony-faced American were no doubt both savoring their moment of mutual relevance.
We explain the flow direction, describe how the phenomena interact, and propose dimensionless numbers for estimating their mutual relevance.
Mutual information based feature selection algorithm was initially proposed by Battiti [73] to maximize the relevance between the input features and the output and to minimize the redundancy of the selected features.
The first step of IDEM is to construct a mutual information relevance network [ 21] for mRNA expression.
Since IDEM uses the mutual information relevance network and data processing inequality steps from ARACNE, the same logic applies to it.
ANMM4CBR: additive nonparametric margin maximization for case-based reasoning; ANMM: additive nonparametric margin maximization; NMM: nonparametric margin maximization; CBR: case-based reasoning; SVM: support vector machine; NN: nearest neighbor; NDA: nonparametric discriminant analysis; MI: mutual information; BW: between-group to within-group; MRMR: minimum redundancy - maximum relevance.
ARACNE constructs a relevance network based on estimated mutual information between all pairs genes, but there is a twist.
Similarly, the relevance network algorithm, which uses mutual information between genes and treats gene expression levels across different conditions as ensembles of single random variables, can capture the condition-specific activity of the genes only when the sample size is very large.
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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