Sentence examples for maximizing the observed from inspiring English sources

The ML method trains the CRF or CNF model parameters by maximizing the observed probability of a set of reference alignments built by a structure alignment tool.

Our approach leverages information from next-generation sequence data for multiple individuals by using the Expectation-Maximization (EM) algorithm to numerically maximize the observed data likelihood with respect to genotype frequencies and the nucleotide-read error rate.

Because we maximize the observed data likelihood using the EM algorithm to estimate parameters, we call this approach SeqEM.

Given RNA-Seq data, we estimate expression levels by finding the values of θ that maximize the observed data likelihood: (3) Equation (3) shows that our goal is to find the ML proportions of a mixture model.

In small samples, we observed that for some variant sites the EM algorithm converged very slowly or converged to unrealistic parameter values because of lack of identifiability (i.e. more than one set of parameter values maximize the observed data likelihood).

Testing samples collected less than 5 days after onset of illness maximized the proportion observed to seroconvert, although the cut-off point for acute sera was less critical.

The 4 h end point was chosen in order to maximize the potential observed adduction and to avoid complication of the analysis by biological degradation of adducted protein.

Parameters are estimated iteratively using a standard Bayesian (generalized filtering) scheme, maximizing the fit between observed and predicted data under model complexity constraints.

A single transform, M s, is estimated for each speaker or speaker cluster s by maximizing the likelihood of observing the data from s, given the model.

We estimate these parameters by maximizing the likelihood of observing the non-fan front page votes according to the model, as described above for estimating a Poisson process with a time-dependent rate in Equation (13).

Although using 300 ms iconic memory may dominate the current task (yet the elicitation of N270 by relevant change suggested VSTM was at least partially involved in the task), we considered that this setting provided us one condition maximizing the chance to observe the automatic extraction of fine-grained information.