Sentence examples for based on parameter samples from inspiring English sources

Bayesian mixed models and variable selection models were used and, based on parameter samples from the model posterior distributions, explained variances were further partitioned at the level of chromosomes and genome segments.

A compagnon of Figure 3 is given in Figure S3 in Additional file 1: Annex B where we illustrate based on parameter samples how lacks of identifiability manifest themselves in a Bayesian context and how the design strategy alleviates them in terms of posterior distribution.

This is used to forecast global oil production based on parameter selection from a large sample, depletion rate of remaining resources, constraints on oil reserves and cycle number determination.

If H is the broad-sense heritability and r is the correlation of true to estimated genetic risk, then the proportion of phenotypic variance that the proposed GWAS may explain, R, is given by [ 12]: (2) R 2 = r 2 H 2 Using this approach, one may evaluate a proposed GWAS based on parameters such as sample size and the number of loci sampled.

Predictions in the validation process were made based on parameters estimated from estimation sample.

The DP model can be used to identify epidemic curves different from those in the library and forecast the expected peak based on parameters estimated using the slice sampling approach.

Based on these parameters, samples are designed and simulation experiments are conducted.

Actual performance parameters may vary based on sample type, sample quality and clusters passing filter.

The results showed that all parameters were normal based on one-sample Kolmogorov Smirnov test.

We address a number of methodological issues, including how the number of components selected depends on the sample size, how the choice of model selection criterion influences the results, and how estimates of mixture model parameters based on multiple samples from the same population can be combined to produce confidence intervals.

The DHS team calculated sampling weights based on sample design parameters to correcting non-response or other calibrations.