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It is optimized for simulations that must be executed with thousands of frames per second to be computed in reasonable time.
Massive population sizes can be simulated, far exceeding those that can be computed (in reasonable time constraints) within traditional ABM toolkits.
Because best solutions cannot be computed in reasonable time, we chose to quickly approximate a solution using a greedy tiling algorithm and to refine this pre-solution.
We show that SIRT-FBP filters can be computed in reasonable time, even for large problem sizes, and that precomputed filters can be reused for future experiments.
In general, this is a nonlinear and non-convex program and the zero-forcing technique used here makes it integer as well, exact optimal solutions cannot be computed in reasonable time for realistic cases.
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In the case the kernel is small (tens of samples) the convolution can be computed in a reasonable time, even for large signals.
To assure that the test could be computed in a reasonable amount of time, we aggregated the model outputs by a factor of 15 30, cut the grids to those latitudinal areas that broadly contained predicted suitable areas, and then outputted an xyz grid of longitude, latitude, and either suitable or unsuitable for both ENM and phylogeographic predictions.
We performed a runtime benchmark to estimate the number of primer tuples, which could be computed in a reasonable time frame.
Classification of background (with two levels) as a fixed effect in the logistic model is simpler than including PCA eigenvectors or CMH clusters where there are many levels (in this case, either 20 or 52), and thus permits large numbers of permutations to be computed in a reasonable time-frame.
The costs cannot be computed in financial terms.
In order to enable a reasonable comparison of various configurations, optimal operating strategies are computed in parallel.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com