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The design is focused on combining good permutations with de-correlation property.
We expected that the PQR sort could provide good permutations of matrices that have this pattern, given that creating blocks of cells with value 1 is one of the objectives of the consecutive ones problem, which is directly related to our solution.
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Minimal span loss function is a sum of the coefficients of neighbor columns (or rows); lower values of this function represent a good matrix permutation in terms of local structures.
Another is to exploit the position information of sources: the directivity pattern of the mixing/unmixing matrix provides a good reference for permutation alignment.
On the other hand, the assumption of the Rayleigh distribution and GGD is good enough for permutation correction with mutual information and the modified Jensen-Rényi divergence, since these distance measures are not as sensitive to the inter frequency-bin pdf perturbations as the generalized Rényi divergence.
Therefore, it stands out as a good alternative to permutation-based methods which are less stringent, and which require ideally at least 3 replicates per condition and consume more computing time because they calculate for each gene a p-value and a FDR based on sample permutation.
Accordingly, output logic patterns have been verified at 20 Gbps data rate for different input permutations with good Q-factor performance.
Third, even postprocessed by the permutation algorithm, performances of the full frequency band IVA (IVA-P, FIVA-P) are still not as good as ICA with permutation correction (ICA-P), a similar result was also observed in [16].
Companies routinely produce mission statements that are supposed to express their cultural DNA, but in fact simply list feel-good words in different permutations.
Population differences in mean shape and total variance were tested for statistical significance using Monte Carlo permutation tests (Good, 2000).
First, the overall significance of each pattern, or latent variable (LV), that relates the two data sets is assessed with permutation testing (Good 2000).
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