Sentence examples for model evidence using from inspiring English sources

Models of the same data can thus be compared on the basis of their model evidence using Bayesian model selection (Penny et al., 2004; Stephan et al., 2009), allowing the investigator to compare different hypothetical functional architectures.

The data covariance was used to estimate the Multiple Sparse Priors maximizing the free-energy approximation to the model-evidence (using automatic relevance determination) [31].

In either case, the main result is that there is no evidence that fMRI priors improve model evidence when using MSP.

Finally, it was interesting to find that fMRI priors did not improve the model evidence when using MSP, rather than the more conventional MNM prior.

To this end, we formulate competing models that embody different assumptions and formally compare their evidence, using Bayesian model selection (BMS).

We felt that this public policy framework, which presents broad, overlapping categorizations, was an ideal candidate to explore which potential models of evidence use were present.

Other variables were removed by backward elimination if not contributing significantly (i.e. if P > 0.05) to the fit of the model as evidenced using the likelihood ratio test.

Although the etiology of neurodevelopmental mental disorders remains obscure, converging lines of evidence using animal modeling suggest a critical role for activity-dependent neurodevelopmental processes during neonatal life.

The use of a coverage model that fosters the development of evidence, using a coverage with trial participation approach, allows agreement on metrics for adoption and should shorten the timeline for adoption.

Experimental evidence using a murine model of pemphigus vulgaris shows that, similar to human pemphigus, the autoimmune response in mice is biased toward non-complement fixing autoantibodies.

Wang and associates have provided conclusive evidence using an animal model of asthma that the main determinant of airway inflammation is the level of circulating IL-5 and not the IL-5 produced within the airways [ 5].