Sentence examples for maximize the model from inspiring English sources

Beagle applies a Markov model to the hidden states (the haplotype phase and the true genotype) along the chromosome using an EM (Expectation-Maximization) algorithm that iteratively updates model parameters to maximize the model likelihood up to the moment where convergence is achieved.

The BIC is a model selection criteria that helps to maximize the model performance.

A Weibull distribution of lag time was assumed, as this choice proved to maximize the model likelihood.

Many methods maximize the model for each snapshot independently, obtaining as argmax M P(M| G(t )), then attempt to stitch together the results.

For kriging, we employed the Marten function as a spatial correlation function and varied values of the order parameter to maximize the model likelihood [ 15].

For each configuration, the VB-ECD algorithm varied the locations and moments of all dipoles iteratively to maximize the model evidence of the solution.

Our modelling strategy was to develop a predictive model that maximized the model R2.

In all cases, we chose the link functions and error distributions that fitted best the data, i.e. we tried all combinations that met data requirements and chose those that maximized the model goodness-of-fit and minimized residualś overdispersion.

The optimal number of clusters k (discrete classes) is maximizing the model explained variance (R-square), namely, the ratio between the variance of the distribution of the single statistical units coded by the relative cluster centroid value and the original distribution total variance.

This means that maximizing the model evidence corresponds to maintaining an accurate explanation for the data while minimizing complexity [ 50].

The best cross-validated model was further tuned by scanning for a pc that maximized the model's MCC on the training set.