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We apply our approach to a simple model of gene expression and benchmark the performance.
Rigorous simulations are carried out to evaluate and benchmark the performance of the controller.
Those experiments involve both synthetic and real image data and benchmark the performance of HBM estimator both in terms of accurate segmentation of numerous structures in the data and convergence speed in comparison against a number of modern robust estimators developed for computer vision applications (e.g. pbM and ASKC).
The approach can be used by developers (vendors) to debug and benchmark the performance of their alternative algorithms, and also by network operators in arriving at better technically informed decisions about the selection from multiple vendors.
There is a renewed interest in developing and using quality indicators to measure and benchmark the performance of health care systems with regard to diabetes care.
To improve care for their citizens and to realise these potential efficiency gains, policymakers are looking for methods to measure and benchmark the performance of their health care systems as a precondition for evidence-based health policy reforms.
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Institutional accreditation is predicated on the application of nationally and internationally agreed standards for assessing and benchmarking the performance of organisations.
12 13 Certification is one method for assessing and benchmarking the performance of a practice across a broad range of clinical and organisational indicators.
To assess our method, we performed RNA-seq on dorsolateral prefrontal cortex (DFC) of 5 humans, 5 chimpanzees and 3 rhesus macaques and benchmarked the performance of XSAnno on identifying differentially expressed (DEX) genes between species, by comparing with annotations used in previous studies [ 7– 10].
For the data analysis we used several tools, partly because the original tools turned out to be insufficient and incompatible with newer tools, and partly to benchmark the performance.
Thus, it is beneficial for researchers and developers to benchmark the performance of their algorithms over a realistic and reproducible set of conditions.
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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