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Exact(5)
The proposed signature allows, at the same time, memory saving and fast and efficient similarity calculation.
Results in general are satisfactory, and it is shown that the ANN provides considerable amount of memory saving and speed-up with reasonable and reliable accuracy.
In this paper we propose a strategy--for the simulation of hard particle systems--that is efficient, memory saving, and easy to understand and to program.
For the sake of computational memory saving and convenience of data inquiry, high-throughput short reads data is always initially formatted to specific data structure.
The approach has a significant memory saving and speed advantage over techniques that build a complete De Bruijn graph, as the initial tree structure does not include connectivity information.
Similar(55)
Both the memory savings and quality loss vary depending on the amount of compression, so most cameras offer a choice of compression levels, typically described as small, medium and large, or fine, standard and economy.
Overall, ANN provides considerable computational speed-up and memory saving compared to DI, and can be used to investigate turbulent flames in a computationally affordable manner.
Finally, in the Supplementary Material, we provide data on the performance of SNP-o-matic on human chromosomes 1, X, and Y. Based on these findings we estimate that processing an entire human genome using a pre-computed index and the memory saving option, mapping the test reads should take ∼20 min and 29 GB of RAM.
It goes into more detail on some important aspects of the interpolation process and on the memory saving obtained.
This technique shows 28% of memory saving when implemented in VLSI technology.
The speed-up is strongly affected by the stiffness of the reduced mechanism used for the computations, whereas the memory saving is considerable regardless.
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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