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Then the gene expression network with significant edges and genes is predicted.
It is intuitively clear that the first elements of p ˆ are more likely to be associated with non-significant edges, and that the last elements of p ˆ are more likely to be associated with significant edges.
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At steps 4 5, with the significant edges defined, we construct a subgraph G' of sub(G).
The empirical CDF F p ˆ, the estimated threshold and the network with the significant edges are shown in Fig. 8.
Model averaging was used to build a consensus DAG of BNP, containing only the significant edges with a significance threshold of 0.413 determined by using the method of Nagarajan et al. (2010).
The gene network contains 146,310 (5.8%) significant edges with posterior probability greater than 0.5, 67,345 (2.67%) with posterior probability greater than 0.8, and 44,207 (1.75%) greater than 0.9.
But demographics are the biggest obstacle for Republicans: Unless the nominee can win over Hispanics and make inroads with women and young voters, Mrs. Clinton starts with a significant edge thanks to population changes nationally and, particularly, in many of the likely battleground states.
Instead, we are selecting maximum mutual information values only, among all significant edges, with respect to each gene.
Mr. McDonnell begins the general election campaign with a significant edge in money, largely because he faced no primary opposition.
At the state level, new polling in traditional battlegrounds also showed Clinton with a significant edge over Trump.
With large-sample data GGM identified 140 significant edges (54.69%), out of which 126 are true (90%), while only 97 (37.89%) significant edges (83 of which are true, 85.57%) were identified with small-sample data.
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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