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We can note, for each of the parameters, that the normal model provides a good approximation of the distributions of the parameter estimates.
Emotion classification experiments were also performed using a GMM-based system with pitch, glottal parameter and formant parameter values as features in order to compare systems that model temporal information contained in linear contour approximations to those that modelled only the statistical distributions of the parameter values.
Estimates of t and f for HR and LR loci are shown in Table 4. Distributions of the parameter estimates, as obtained by bootstrapping, are shown for estimates using D. simulans θ̂π in Figures 1 and 2 for the pairs D. simulans/D.
Using probabilistic sensitivity analysis (second order Monte Carlo simulation), the uncertainty around the outcomes of the strategies was assessed [11], [54] by picking at random a value from each of the distributions of the parameter values, running the model with these values to get one set of outcome values, and repeating this 100 000 times[100.
Here also, posterior distributions of the parameter values were obtained by MCMC sampling.
Specifically, we iteratively draw posterior samples from the full conditional distributions of the parameter sets, as specified below.
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Convergence was checked by inspecting posterior distributions of the parameters.
Then, I will display some simulation results, including the joint posterior distributions of the parameters, the best fit of the zero-inflated gamma and the associated uncertainty.
Global distributions of the parameters d, K and S are provided in Supplementary Fig. 10 and relationships between R and L, d and WTR, and R and WTR are explored in Supplementary Figs. 9 and 11.
The resulting distributions of the parameters over all BB replications are the posterior distributions of the parameters of interest.
This structure facilitates efficient posterior computation, since the full conditional distributions of the parameters have simple conjugate forms.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com