Sentence examples for likelihood for which from inspiring English sources
Both criteria require an estimate of the maximum likelihood, for which we used the maximum value of the log-likelihood encountered by the MCMC algorithm in the post burn-in period.
The first item of note is that parameter estimation for logistic regression is based on the maximum likelihood, for which a time-consuming iterative gradient descent, Newton Raphson, is usually used.
However, INLA is less flexible than MCMC methods, and we experienced this in case study three (ARI-data, Poisson likelihood), for which we were not able to calculate the heritability as defined in (5) using INLA.
Parameter estimation is based on Monte Carlo maximum likelihood methods for which the details are discussed in this paper.
Each sample step requires evaluation of the likelihood function, for which the ODE system has to be solved numerically.
If we would type everybody, we would obtain a distribution of the Likelihood Ratio for which the probability of getting a LR>1 is almost 20% and the probability of getting LR>3 almost 8%.
This model selection issue can be solved using a penalized log-likelihood criterion for which the choice of a good penalty function is crucial.
Of concern is that this score relies in part on subjective assessment of likelihood of ACS for which inter-rater data are scarce.
These models were compared with a likelihood ratio test for which the null distribution is a chi-squared distribution with one degree of freedom.
InterVA-4 assigns causes of death (maximum 3) with associated likelihoods; thus cases for which likely causes did not total 100% were also assigned a residual indeterminate component.
A promising approach here seems to be to resort to maximum-likelihood estimation techniques, for which the parallel filters can be initialized by the shapes obtained from the separation procedure described here.
