Sentence examples for model comparison procedures from inspiring English sources

Therefore, testing across a large number of models increases the reliability of the results obtained through model comparison procedures.

Inferences about the directionality of connections (forward, backward, bidirectional, or absent) are important in the context of emotion networks and made possible by DCM model comparison procedures.

We show that it is practical to apply maximum likelihood as well as Bayesian model comparison procedures to test ideas about underlying mechanisms of biological pathways in a formal and quantitative way.

DCM is a hypothesis-driven analysis approach based on Bayesian model comparison procedures (Bayes 1763; Jeffkeys 1939) that has been introduced to fMRI data analysis by Friston et al. (2003).

A Bayesian model comparison procedure is proposed to compare the GJR-GARCH with various double threshold GARCH specifications, by designing a reversible jump Markov chain Monte Carlo algorithm.

It is common to make inferences on the basis of the best model selected by a standard model comparison procedure.

Structural equation modeling allows a prespecified model to be tested; however, a major advantage of DCM over other connectivity approaches is the evidence-based model comparison procedure.

In this study we selected a number of simple but plausible compartmental transmission models of HPV-16, differing in assumptions regarding the relation between seropositivity and immunity, and attempted to calibrate them to Australian HPV seroprevalence data for females and males, as well as DNA prevalence data for females, using a Bayesian model comparison procedure.

The cost-of-control model fitted the data better than simpler models in which only the force or precision were allowed to vary with reward (ΔAIC = 6.5; Table S3; "Model Comparison" in Supplemental Experimental Procedures).

We show the value of placing spectral analysis in the framework of Bayesian inference and demonstrate how model comparison can automate this procedure.

Traditional dose ranging trials focus on pairwise comparisons between placebo and each investigational dose, while in recent years MCP-Mod (Multiple Comparison Procedures & Modeling) arose and gained popularity in the design and analysis of dose ranging trials.