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By examining freezing behavior in different conditions, the dual mechanisms underlying conditional emotional memory can be examined [34], [35].
That is the reason why we propose to take advantage of the underlying conditional Gaussian nature of the problem and use more efficient methods in this context.
For each tree, we generated multivariate Gaussian data under the assumption that a tree represents the true underlying conditional independence structure of a GGM.
It, furthermore, suggested that participants learned the underlying conditional probabilities associated with each block (interaction trial-type × block-type; F2,18 = 7.23, p < 0.01).
The nature of these causal relationships is captured by the graph's underlying conditional probability table (CPT) which details the probabilities for any given node to fall into each of the different (in this case, concentration) bins given the status of its parent nodes (i.e. those directly upstream).
Thus, in the learned networks, each protein had an underlying conditional probability table where the color of each node was determined by its own allied underlying histogram.
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Adjusted odds ratios (ORs) for vaccination were calculated using conditional logistic regression, controlling for underlying conditions.
We compared vaccination status and the distribution of underlying conditions between cases and controls by age group using conditional logistic analyses and estimated crude odds ratio and 95% confidence interval whenever possible.
We also modelled the association between vaccination status and influenza A/H1N1 by conditional regression analysis adjusting for sex in the subset of patients without underlying conditions.
After adjusting for sex and underlying conditions, we modelled the association between influenza vaccination and novel influenza A/H1N1 using conditional logistic regression analysis.
We also used conditional regression analysis to model the association between vaccine status and influenza A/H1N1 after adjusting for sex and underlying conditions for each of the five age groups.
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