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Resetting that threshold to match the mean of the beta binomial for the error, ϵ k), helps attenuate that discontinuity.
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aThe means for the error beta binomials for the logP2 and Hansen data sets are very close to 16.5, and shifting the voting threshold has little effect.
So before one adopts the beta-binomial for the analysis of certain datasets, one must first examine whether the data are overdispersed to the extent that the beta-binomial model would be a better fit than the simple binomial model.
Dashed lines represent the fitted beta binomial distributions for the corresponding training pool results, scaled to account for the larger size (10x) of the validation set.
Dashed lines represent the fitted beta binomial distributions for the corresponding training pool results.
Moreover, the likelihood of a given compound being prospectively misclassified as a function of the degree of consensus between networks in the ensemble could in most cases be estimated accurately from the fitted beta binomial distributions for the training pool.
The random effect is subsequently modeled with an inverted beta distribution, resulting in an inverted beta binomial model for the observed count data.
Uncertainty profiles and fitted beta binomials for error distributions are represented by dashed lines.
A Bayesian two-component mixture model was used to infer the parameters of the beta binomial distributions for each of the alleles and to compute the posterior probability of each sequence having originated from each allele, based on the observed methylation data.
The distribution of predictions and its fitted beta binomial are the same for both models; they are represented by the solid and dotted blue line, respectively.
We investigated the normal, the binomial, and the beta-binomial distribution for the MMSE as response, and we tested the restriction β 2 = 0 in (11).
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