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It is assumed that the computational aim is not only to solve the model to obtain the results that the metrologist requires, but also to ensure that the model is no more complex than necessary to achieve this, and that results can be obtained in a reasonable time using the available computing resources.
So, the dilemma of building a model is that while it must be simplified enough to be solvable using the available computing infrastructure, the developed model may not adequately reflect reality in other words, the model may turn out to be invalid, at least, to a certain degree.
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This search protocol was implemented on graphics processing units (GPUs) using the available parallel computing capability to reduce the search time by several orders of magnitude compared to single-core CPU-based computation.
To create a computing cluster using the available Linux nodes, a distributed cluster computing system needs to be installed.
Thus, the number of genes in synteny computed using the available methods is only a rough measure of the actual structural similarity between the assemblies compared.
The CHADS2 score was specifically recorded and the CHA2D2SVASc score, which was recently proposed as a refinement of the CHADS2 score [ 1], was computed using the available information.
The distribution of haplotype configurations between two SNPs are defined by the genotypes, and a singular configuration is computed using the available read data.
Although there were some variations in mean differences for other outcomes computed using the available case and the imputed full sample approaches, the overall interpretation of results did not differ.
When this list is long, it is easier to make full use of the available computing resources, thus resulting in a substantial effect of parallelisation.
Because of the cross-nested nature of reviewers and manuscripts, simultaneous consideration of these variables as crossed random effects within the same logistic regression using the entire dataset exceeded the available computing capacity.
It uses intelligent periodic load balancing, so as to maximally utilize the available compute power.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com