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Increasing the size of the dataset improves the scaling of phew for large numbers of MPI tasks.
Collapsing some of the responses improves the scaling, and the DIF item may need to be deleted.
It is generally found from simulation on networks that model molecular structure that condensation of Laman subgraphs improves the scaling of the VPG from O(N) to almost always O(N) above the rigidity transition.
This improves the scaling behaviour of the code and substantially simplifies the implementation of the hybrid scheme.
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Future work is also planned to improve the scaling on hybrid architectures like those of many current leadership class machines.
Choosing a larger scaling than Q = Θ log2 for Q, does not help improving the scaling order of R1. That is because R1 = Θ log2 is the best achievable scaling even in the case of Q = ∞. Thus, increasing the scaling order of Q does not help improving the scaling order of R1.
For example, the Sparse Candidate Algorithm, a Bayesian network approach for learning biological regulatory networks, employed a mutual information pre-processing step, aimed at reducing complexity and improving the scaling of the algorithm to the genome scale [35].
With adequate per-processor memory available, the possibility of using internal (memory) files to store the input data might be an obtainable optimization that may improve the scaling of the codes on moderate sized datasets.
In order to improve the scaling for big datasets most layout algorithms follow a heuristic approach instead of an exhaustive implementation.
In an effort to improve the scaling up of mental health in Sierra Leone, stakeholders came together to form the country's first mental health advocacy group: the Mental Health Coalition – Sierra Leone.
Land-tenure reform, of course, can improve the scale of operations by enlarging the farm or by reducing it.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com