Sentence examples for a marginal likelihood from inspiring English sources

Gaussian processes allow marginalizing the latent function to obtain a marginal likelihood.

RVM acquires relevance vectors and weights (w) by maximizing a marginal likelihood.

Likelihood based inference for correlated data involves the evaluation of a marginal likelihood integrating out random effects.

The second stage integrates out the nuisance parameter with respect to that conditional distribution to obtain a marginal likelihood.

The concept of a marginal likelihood is best illustrated for a model with a single population parameter (Supplementary Data online).

In [ 24], they adopted a marginal likelihood maximization method to find the optimal KGP, which is expensive.

A seasonal migration model has a higher marginal likelihood than a non-seasonal one (Table  2), and supports migration that is seasonal both to (BF = 70) and from NA (BF > 150).

Therefore, it is important to compare the suitability of both models by using a priori criteria (e.g., life history, relative-rates test, branch length variation in a phylogram) or a posteriori marginal likelihood tests.

We also tested a different method for the hyper-parameter estimation by maximizing a profile marginal likelihood and examined three methods dealing with the initialization.

For estimation, we use a composite marginal likelihood (CML) inference approach that is simple to implement and is based on evaluating lower-dimensional marginal probability expressions.

A Composite Marginal Likelihood (CML) based ordered response probit (ORP) model, that simultaneously allows us to incorporate the influence of exogenous variables and potential correlations between boardings and alightings across multiple time periods of the day is employed.