Sentence examples for maximum likelihood strategy from inspiring English sources

The distribution of these parameters is next selected based on maximum entropy concepts and their corresponding parameters, i.e. the hyperparameters of the model, are identified using a maximum likelihood strategy.

The transition probabilities of a Markov chain of arbitrary order can be estimated from the observed data using the maximum likelihood strategy, as suggested for example in[21, 22].

From a computational standpoint, it could be seen as a sensible strategy as well, neglecting a prior (or equivalently, assuming a flat prior) results in a maximum likelihood strategy (rather than a full Bayesian estimate).

When constructing trees, a maximum likelihood strategy was employed with default parameters.

MEGA 5 [ 45] and PhyML [ 46] were used to determine the best fitting model and to construct the phylogenetic tree based on the maximum likelihood strategy.

REL is a maximum likelihood strategy that determines if dN and dS are significantly different at each codon along a mRNA [ 26].

The kernel based nonlinear fuzzy regression model is identified using fuzzy Expectation Maximization (EM) algorithm based maximum likelihood estimation strategy.

We used a maximum likelihood search strategy on amino acid alignments to investigate orthologs and paralogs in the cytokinin signaling and homeostasis gene families.

The parameter identification procedure used a maximum likelihood random-walk strategy with a correlation constraint to identify a diverse family of likely parameter sets (Fig. 2C).

Each data partition was subjected to a maximum likelihood MCMC search strategy with initial theta values generated from Fst estimates, and evolutionary model parameters determined from MODELTEST.

Next, a state-of-the-art maximum likelihood (ML) acoustic model training strategy was employed.