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The LSA method needs far more computation than do the simpler tf-idf and BM25 approaches.
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The new recursive version is achieved via a far more computation-efficient manner and the operating cost is significantly lowered.
It is worth to remind that these scores are assigned through iterative algorithms that require by far more computations than a single RMSD computation.
Due to specific hardware features of GPUs, a transition from CPU to GPU is far more attractive for computations in single precision.
Computation time is not a concern of this paper, as gathering the data required far more time than computing the FTs.
All of these were far more consequential than stand alone computation, and yet all of them were embryonic and visible when he wrote his paper.
"This huge explosion of data is driving a movement to design systems around workloads because it is the only way to deliver the computation needed, and it's far more energy-efficient," said Kunle Olukotun, a computer scientist at Stanford.
Betweenness and eigenvector centrality, on the other hand, are both far more computationally expensive, resulting in sizeable increases in computation time as the network size increases.
The concept of a computing architecture was born when military experts discovered that if you arranged the desks in a certain way for people doing computations, these people can be far more efficient.
Apart from the mere computation of the visual motion of the viewed objects, the motion itself conveys far more information, which helps understanding the scene.
Far more.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com