Exact(6)
This mean-field model integrates out fast kinetics of binding and unbinding of chemoeffectors to receptors, and leaves comparatively slow processes of dephosphorylation and methylation as independent variables.
The BIC is an approximation to the Bayesian marginal likelihood which integrates out over uncertainty in parameter coefficient values.
These excessive switches are likely caused by imperfect phasing when using diplotypes our method integrates out phase uncertainties.
Compared to existing haplotype methods, our method integrates out phase uncertainty, avoids arbitrariness in specifying a window to define haplotypes, and aggregates haplotypes through ancestral haplotypes before testing.
Since qt is only a function of the coordinates x, y, and z, it integrates out to a volume V, leaving q i = V * q i ′(T).
While in the model-averaging approach, inferences are conditioned on Maximum-Likelihood point estimates of nuisance parameters, the Bayesian approach integrates out nuisance parameters, giving marginal probabilities of species limits.
Similar(53)
This approach is based on an efficient combination of Laplace approximations for the full conditional distributions π(θ | y ) and π(ξ i | θ, y ), i=1,…, n, and numerical integration routines to integrate out the hyperparameters θ.
The frailty (random effect) can be integrated out (in closed form or by numerical or stochastically integration, depending on the frailty distribution) to get a likelihood function not depending on unobserved quantities [ 19].
It is therefore advantageous to integrate out any redundant random variable present in the estimation.
An attractive property of the current model is that we can integrate out analytically the volume variables, v τ.
In these cases, it is no more possible to integrate out f analytically as it was the case with Gaussians.
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