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Among others, sophisticated methods such as QDB and the method based on mutual information performed better than the rest as expected.
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For each inferred edge, a non-parametric significance test for mutual information is performed.
For intracranial EEG in rats, several connectivity measures – except for a mutual information measure – performed qualitatively comparably [ 41].
The main new feature of SDPlight that makes it much faster than SDPpred is the way the correction for the background distribution of the mutual information is performed.
Since TFs often act nonlinearly, through cooperativity or oligomerization, mutual information can perform better than linear models at detecting network interactions.
Thus, mutual information function was performed to specify the numbers of lags (Khatibi et al. 2011).The AMI shows well-defined first minima at time lag 3 months (Fig. 3).
For these networks, the mutual information methods MRNET and CLR performed best in terms of the area under curve measures.
These are then used to derive a point estimate for approximating the mutual information used in performing conditional independence tests.
In the modified mutual information-based feature selection algorithm, mutual information is used to perform feature selection and hence more flexible.
The mutual information turns out to perform even much worse than the correlation coefficient, which is a consequence of discretizing continuous data.
We performed a mutual information calculation with a sum of the previous ISIs, successively adding more times.
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