Sentence examples for data likelihood from inspiring English sources

We present an unsupervised approach to symmetric word alignment in which two simple asymmetric models are trained jointly to maximize a combination of data likelihood and agreement between the models.

In addition, we illustrate the divergences between joint and conditional data likelihood and accuracy performance achieved by such models, suggesting that smoothing based on optimizing accuracy directly might greatly improve performance.

Examples from Canadian highway railway grade crossing data are used to illustrate the proposed methodology and the specific effects of prior knowledge and data likelihood on the combined estimates of countermeasure effects.

Lastly, the convergence of the proposed algorithm is proved to enable the estimation converge to a local maximum of the data likelihood function according to the stochastic approximation theory.

Let L(Y o,Y m,θ μ,D,σ2) represent the complete data likelihood.

And the data likelihood p(x|Φ) can be obtained by integrating over the states using the forward algorithm [24].

Genes from the top epistatic interactions from eMERGE data (Likelihood Ratio Test i.e. LRT p-value <1e-05) were then tested for replication in the NEIGHBOR consortium dataset.

The maximization of the observed data likelihood leads to valid and efficient analyses of genetic effects.

Convergence of the algorithm was empirically assessed by considering estimated cluster membership and data likelihood.

Again, a missing data likelihood is used to allow for both haplotype phase uncertainty and missing SNP data.

50 searches were run for each participant to identify multiple minima and the result with the highest data likelihood was selected.