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Additionally, the reduced state information is updated over a series of iterations controlled by a central coordinator, providing local controllers with continually improved estimations and allowing for asynchronous global information exchange.
We show how our method ensures improved estimations with faster and more stable convergence.
Based on this review, it is possible to identify certain features of some of the models which, if combined into a hybrid PEM, could potentially generate improved estimations.
Substantial differences are found across methods where, taking Valouev et al. (2011) value of nucleosome spacing as a reference (182 bp), K-means and TemplateFilter result in an under-estimation of ∼20 bp and ∼10 bp, respectively, unlike NPS and NucleoFinder that provide improved estimations.
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10.7554/eLife.09123.010 Figure 4. Several biologically motivated generalizations of the motion estimator further improved estimation performance without sacrificing glider responses.
The same study demonstrated that background suppression resulted in under estimated perfusion measurements, whilst motion correction led to improved estimation of perfusion [ 24].
The proposed algorithms result in improved estimation performance in terms of the mean square error (MSE) associated with the estimates.
This in turn allows improved estimation of relevant dimensionless parameters.
This method gave improved estimation even with varying initial condition.
Furthermore, the Secchi3000 measurement image can be re-analysed later if improved estimation algorithms become available.
Improved estimation of MAI in Code-PIC results in lower residual interference after interference cancellation.
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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