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A reference or non-informative prior corresponds to the situation when no or very little prior information is available.
The average accuracy of the networks predicted by gene expression data alone, i.e. by using an uninformative prior, corresponds with the leftmost points in the graph.
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We treat β1 as "FIXED" and the other two vectors of effects as random; β2 is treated as Gaussian and marker effects, β3, are assigned IID double-exponential priors, which corresponds to the prior used in the Bayesian LASSO model.
The common choice of uniform prior distribution corresponds to a Dirichlet distribution with all parameters equal to 1.
α o was assigned a flat prior which corresponds to a uniform distribution over the whole real line.
Smaller prior strengths correspond to more uncertain motif models and that, in turn, allows the data (i.e., promoter sequence) to have a stronger effect on the posterior motif model.
For the disease prevalence analysis, a 3-year average annual NO2 exposure was assigned (over the year of the survey and 2 years prior) to correspond to the 3-year time period in the survey outcome questions.
In this way, a highly active motor candidate attains a relatively higher prior probability which corresponds to stronger priming.
The findings support the concept that a shorter duration and better control of diabetes prior to surgery corresponds to a higher rate of remission.
The naive class of hosts, with no memory against prior infections, often corresponds to newborns or younger individuals who have not yet been exposed to infection, whereas the classes with memory of prior exposure often correspond to older individuals who have been previously infected.
β is the weight of the priors, and γ controls the edge preservation of the RD-prior (where γ=0 corresponds to no perservation of edges).
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