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The AnimA model was also analyzed with a Metropolis-Hastings random walk algorithm to estimate genetic variance, where breeding values were integrated out of the likelihood.
Furthermore, the probability, P ik, that respondent k responded to item i in the category 'can' is as in equation 1, or, where appropriate, as in equation 2 or 4. In the estimation process, the values of θ k or θ km were assumed to follow a Normal distribution with mean equal to 0 and unknown variance, σ, and were integrated out of the likelihood to obtain the marginal likelihood.
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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].
There is only one type of input, so the PDF Q is a delta function that can be integrated out. 2.
In some specific situations, these chain orientational degrees of freedom can be integrated out, and the quasi-static approximation is valid.
From (11), it is not difficult to see that ({E{tau (U,V |V}}), in which the random variable V is integrated out, has the same mean with ({tau (U,V }), yet a reduced variance.
Parameters of interest are the two indicator vectors R and E. Θ is regarded as the nuisance parameter and is integrated out to simplify the computation [27].
This gives cluster-specific inference, but random effects can be integrated out to get.
Therefore, the unobserved effect must be integrated out before estimation can progress [ 32].
In this study, o is the inferential focus and w is a nuisance parameter which can be integrated out as follows: where where I is the indicator function.
We estimated our models with collapsed Gibbs sampling [ 18], where some of the parameters are integrated out and latent variables are sampled.
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