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Figure 18a shows the runtime for computing the LLR of every grid with respect to the number of computing nodes.
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In addition, as predicted from complexity analysis, the runtime of computing probabilities at all loci is twice that of computing the likelihood of data.
In practice, the runtime for the additional step of computing the PCs for the genotype matrix is minimal because both methods require several spectral decompositions of matrices of nearly the same size for the cross-validation step.
By making use of the aggregated compute power of multiple machines, Halvade is able to strongly reduce the runtime for post-sequencing analysis.
We also measured the runtime for each method running on the TCGA breast cancer dataset.
In Fig. 6, the runtime for each combination of day and δ is given.
Using a similar approach, we design an algorithm with a runtime of O(n2logn), for computing a tangent-continuous approximation with the minimum number of biarcs, for a sequence of points with given tangent directions.
For the serial case, a complete reduction based solver for computing eigenvalues of the generalized complex symmetric EVP has been designed, implemented, and is evaluated in terms of numerical accuracy as well as in terms of runtime performance.
Thus, the total runtime to compute the kernel matrix for the entire training dataset is O(n dLs).
A provably correct methodology is presented for computing a partial order on the self-assembly process, and for generating rules that enforce this order at runtime.
The runtimes for complete eukaryotic proteomes are usually above the average runtime for prokaryotes.
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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