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This is repeated for each condition, each distribution is then discretized and the maximal mutual information, I, determined as above.
These data are then used to calculate the maximal mutual information with respect to amplitude modulation, I AM.
Maximal mutual information is calculated as the case in which the two lists of DEGs are completely overlapping and have size (n1 + n2)/2.
Similar analysis using mutual information statistics shows a similar PCD with the maximal mutual information at the distance that showed maximal SNR.
Maximal mutual information, I, and its error are calculated as described in Supplementary file 2. Full details on data processing are given in 'Materials and Methods'.
Thus, even when considering Iint, which is the upper limit on the maximal mutual information, neither natural Msn2 target gene can transmit information about stress intensity without some error.
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Specifically, local layer 2/3 networks should exhibit maximal dynamic range to process layer 4 inputs and maximize mutual information between patterns elicited in layer 4 and superficial layers.
The maximum mutual information is when.
The basic idea of our method, we call C3NET, consists in the identification of a significant maximum mutual information network, the conservative causal core, in a way that two genes are only connected with each other if their shared significant mutual information value is at least for one of these two genes maximal with respect to all other genes.
The maximum mutual information is the system capacity.
Recently, Ren et al. have proposed data-driven LBP (DDLBP) for low-level image representation, which is formulated as a point selection problem, that is solved by maximal joint mutual information criterion [39].
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