For computational efficiency, these eigenvectors are often computed as the eigenvectors corresponding to the largest several eigenvalues of a function of the Laplacian.
22.
This algorithm has the same behavior as the sequential one, although its computational efficiency is improved, especially for time consuming objective functions.
23.
For most proposed approximation methods to reduce computation, the computational efficiency gained is independent of the particular method employed ( e . g.
24.
A good randomizing function is ( barring computational efficiency concerns ) generally a good choice as a hash function, but the converse need not be true.
25.
The last factor encompasses the brain properties, learning principles, and computational efficiencies that enable children to pick up on language rapidly using patterns and strategies.
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The inclusion of immaterial effects is not overfitting, and does little harm, but it may reduce the computational efficiency of the model, and also impact its interpretability.
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This lack of cooperativity increases its computational efficiency but decreases its accuracy, since the propensities of individual amino acids are often not strong enough to render a definitive prediction.
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The HSE ( Heyd-Scuseria-Ernzerhof ) exchange-correlation functional uses an error function screened Coulomb potential to calculate the exchange portion of the energy in order to improve computational efficiency, especially for metallic systems.
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It can therefore be important that considerations of computational efficiency for such problems extend to all of the auxiliary quantities required for such analyses, and are not restricted to the formal solution of the linear least squares problem.
30.
Challenges when using short reads for de novo assembly include 1 ) determining which reads should be joined together into contiguous sequences ( contigs ), 2 ) robustness to sequencing errors and other artifacts, and 3 ) computational efficiency.
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