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Thus, having correct prior connectivity information about a network would increase the accuracy of NCA substantially.
In our computations below, we assume the noninformative prior connectivity distribution, a j =0.9=const (Google uses a j =0.85).
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To show the importance of the prior biological connectivity, we considered a random connectivity structure for gene1 (ITGB4) and inferred a BN from the same experimental data which is shown in Figure 3.
On the other hand, the NCA does not make any assumptions on statistical properties and allows proper handling of prior network connectivity information.
Thus, if our inference approach can produce a BN of 26 = 64 states with only a singleton attractor, there is a high probability that it is not due to a random event but it might reflect on the use of prior biological connectivity and structure present in the experimental data.
All information gathered in Stage 1 is encoded into the Bayesian scoring function as a likelihood function (crosslinking data), as well as priors (sequence connectivity restraints to enforce proximity between beads representing consecutive sequence, and the excluded volume between all pairs of beads).
Note, that mean signal was subtracted from time-series prior to all connectivity analyses (see Methods), which makes it unlikely that signal intensity differences affected the connectivity results".
Note, that mean signal was subtracted from time-series prior to all connectivity analyses (see 'Materials and methods'), which makes it unlikely that signal intensity differences affected the connectivity results.
In all computations the noninformative prior on gene connectivity is used with constant a=0.9.
Prior to conducting connectivity analyses, we analysed abnormal dopamine-induced changes in neural activity as a functional localizer for the regions of interest of the connectivity analyses.
Treatment-related changes will be identified by measuring changes in brain functional activation and connectivity prior to treatment and following at least six attended sessions of CBT.
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