Sentence examples for sample a parameter from inspiring English sources

First, we sample a parameter vector \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$${{\theta }}_{D}$$\end{document} θ D within the parameter space randomly.

The second phase of optimization starting at this grid point was then performed using the Nelder & Mead simplex algorithm, and in the third phase we used the Metropolis-Hastings algorithm to sample a parameter ensemble with its probability density proportional to a probability function based on the cost function C of Equation 1 entered in Equation 4.

As in the case of PD, the algorithm takes as inputs a tree of the n haplotypes in the study sample, and a parameter k ≤ n, indicating the desired reference panel size.

ABC methods have the following generic form: Sample a candidate parameter vector θ* from prior distribution P. Simulate a dataset D * from the model described by a conditional probability distribution f (D |θ*).

ABC methods take the following generic form: 1 Sample a candidate parameter vector θ* from a suitable proposal distribution P (our main constraint is that P > 0 wherever we expect the posterior to have weight).

Actin samples had a parameter A value ≥2.53, which corresponds to an inactivated actin content of <4% [19].

MPSA is an instance of a Monte Carlo filtering method, which maps samples from a parameter space into behavioral and non behavioral output regions [ 10].

PGE2 was measured from extracted protein samples using a Parameter™ PGE2 Immunoassay ELISA kit (R&D Systems, USA), according to the manufacturer's instructions.

In this target sample, a one-parameter test for all SNPs can be used, thus relaxing the conservative P value of 5 × 10−8 needed for testing all SNPs in GWAS to classical significance level of 0.05.

In addition, the consistency of the amplification process has not been evaluated in replicate amplifications of the same sample, an important parameter when such material may be used for validation of genetic diagnostic devices or tests.

We calculated the percentage of samples from the MCMC sample in which a parameter value (e.g., a regression coefficient) was in the predicted direction and report those percentages, along with the mean coefficient and 95% credible intervals for λ.