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The mean (over the gene pairs) standard deviation of the ratios U j / U r (j ≠ r) in the HYPERDIP data was equal to 0.102, which value is very small compared to the corresponding mean of the estimated expectations E (U j / U r ), the latter value being equal to 1.044.
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The estimated expectation values were 1.1 and 6.5 monolayers at arsenic fluxes of 7.0 × 10−6 and 1.9 × 10−5 Torr, respectively.
Day has estimated expectation values and standard deviations for various distance measures (including SJA) for comparison of random trees [ 12].
Compared to the standard MC that requires a significantly large number of high-fidelity model executions to achieve a prescribed accuracy in estimating expectations, the MLMC can substantially reduce computational costs using multifidelity approximations.
A Markov Chain Monte Carlo (MCMC) sampler is used to estimate expectations with respect to the posterior distribution, p λ,u,v|x).
Predicting crosses, i.e., estimating expectation and variance of the performance of a population derived from a cross of two parental genotypes, is an application of GWP in which plant breeders have high expectations, but no reports of successful implementations have been published.
Indeed, the following is true for any two distributions π and q: (9) If we have a set of samples y1, y2, …, y m following the distribution q, then the unbiased estimation for 1, according to equation (9), is (10) (note that we sample from distribution q and would like to estimate expectation of function π/ q).
General practitioners may over-estimate expectations of patients for antibiotics during consultations [ 9].
The parameters were estimated with expectation-maximization procedures, and the number of clusters was selected via the Bayesian information criterion.
The states of targets are estimated by expectation-maximization (EM) algorithm.
Then the SVM forecast result is corrected using the estimated error expectation.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com