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The lognormal and geometric distributions fared somewhat better as the correct distributions were not rejected (Table 4).
Since the correct distributions of the gene expression profiles are in fact unknown, assumptions have to be made about the corresponding microarray signal structure in order to extract the true gene expression signal.
We therefore decided the use the following procedure: Before each run, we sample the starting values for the parameters from the same priors as are available to the particle filter (see Table 2), and we also sample initial values q0 for the states from the correct distributions (see Table 1).
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Overall, the parametric methods outperform the nonparametric bootstrap for small sample sizes when the distributional assumptions are met (i.e. the correct distribution is fit to the data it was simulated from), but both perform as desired for larger samples.
This raises a question: how to select the correct distribution?
The stress recovery is worked out to reconstruct the correct distribution of transverse stress components.
Visually, the images obtained with TOF-PET are much closer to the correct distribution.
His first principle outlining a set of basic rights takes priority over his second principle outlining the correct distribution of social benefits and burdens.
As a completely unsupervised task, clustering calculates the similarity between objects without having any information about their correct distribution (also known as the ground truth).
Although the parametric methods perform well when the correct distribution is applied, this is not the case when data are modeled incorrectly.
Ctr1 levels at the plasma membrane of cultured fibroblast cells were reduced following Arf1 knockdown, indicating an Arf1-dependent trafficking pathway is required for correct distribution of this copper uptake protein.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com