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These data arise from a large number of studies to examine EEG correlates of genetic predisposition to alcoholism.
The data arise from a randomised controlled trial of the intervention conducted in an Australian setting [23].
However, by assuming that the data arise from a mixture of Gaussian distributions, this approach is not robust to outlier data points, and we found that such methods failed to generate plausible statistical models of the experiments considered in our study (Figure 2), which contained significantly non-Gaussian tails.
Their state-of-the-art inference procedures assume the data arise from a Gaussian distribution.
If the data arise from a case control study, Rousson suggests reweighting the proportions of cases and controls to match the proportions found in the parent population [ 37].
Although our data arise from a large homogeneous cohort of well-characterised patients, these findings require validation in independent patient cohorts.
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In this work, we investigate the effect of severe improperness of fitted binormal ROC curves on the reliability of AUC estimates when the data arise from an actually proper curve.
To model this homology, we follow standard likelihood-based phylogenetic reconstruction practice [ 13] and assume the data arise from an underlying continuous-time Markov chain (CTMC) process [ 14] along an unobserved tree τ.
Interestingly, our simulation studies reveal that the performance of the two modeling approaches is comparable under the SEMs in terms of power and type-1 error rates; however, when the data arise from an MEM, power for the SEM approach is lower than the corresponding power for detecting association using the MEM approach.
In this paper, we develop a full Bayesian analysis for planar landmark data arising from a complex Bingham.
Previous shape analysis of landmark data arising from a complex Bingham distribution involved frequentist statistical estimation, and Bayesian MAP estimation.
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