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We also provide margin distribution bounds for generalization error of voting classifiers in finite VC-dimension space.
The topics on the nullity of graphs includes the computing nullity, the nullity distribution, bounds on nullity, characterization of graphs with certain nullity, and so on.
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The next stimulus intensity for each condition was chosen from a uniform random distribution bounded by the 1 % and 99%% points on the fitted psychometric logistic curve.
For each of several different scenarios with different assumptions regarding management and FFSH biology, we generated 10,000 matrices by randomly selecting each demographic rate from a uniform distribution bounded by estimated lower and upper endpoints, and assuming no correlation between rates (see [50] [52] for similar approaches to the exploration of model uncertainty with limited data).
For the proportion of invariable sites a uniform distribution bounded by 0 and 1.0 was used.
For each item of resource use the frequency was given a β distribution (bounded between 0 and 1).
Fossil calibrations were conservatively set with a uniform distribution bounded by the minimum and maximum ages as explained above.
A Gaussian distribution was assumed for Bayesian regressions and an unknown distribution bounded between 0 and 1, representing the probability of individual i to be susceptible, for machine learning methods.
This parameterization implies that individual variances for each SNP (i.e. τi) are estimated, conditional on a regularization parameter λ, which was estimated by using a prior gamma distribution bounded between 0 and 10.
We created a set of randomly selected mouse pseudoexons (random regions of introns with the same length distribution, bounded by canonical AG-GT dinucleotides) and tested their conservation in the rat genome using exactly the same procedure as the one applied to real exons.
For each subject, as many simulated reaction times as the actual number of trials available for the given condition were drawn from uniform distributions bounded by the minimum and maximum RTs in the condition of interest.
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CEO of Professional Science Editing for Scientists @ prosciediting.com