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We used a common analytical approach which improved data convergence and uncovered new leads for PD pathogenesis.
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To improve data flow and operational efficiencies?
Fitting a standard multi-trait model for 14 milk fatty acids resulted in convergence issues, but using latent variables to reduce the dimensionality of the data improved convergence of the Bayesian multi-trait mixed model.
Running the MCMC Bayz 2.1 [ 22] program using latent variables to reduce the dimensionality of the data improved convergence of the Bayesian multi-trait mixed model.
Packet data convergence protocol.
We considered data convergence to exist if the confidence intervals overlapped in a forest plot.
Thus it was decided that VISOR would focus on the integrated HSE, which offers improved convergence by combining PMU data and SCADA data directly into a single, iterative estimation procedure.
The extension presented in this paper further ensures informative data to improve the convergence properties of the method and hence reduce the total number of required plant experiments especially when tuning for disturbance rejection.
This improved the convergence of the genes between the datasets with 20 genes now consistently differently regulated across six of 13 datasets (data not shown).
Significantly improved (local) convergence orders are obtained.
The array data were then normalized using the variance-stabilizing normalization (VSN) algorithm, as implemented in the vsn package for R (v3.2.1) using default parameters, with the exception of an increased iteration number of 1,000 for improved model convergence [ 9].
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CEO of Professional Science Editing for Scientists @ prosciediting.com