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Our state-space reduction method does not yield a computational benefit for all pedigrees, but, as we describe herein, it can yield a significant reduction of the computational cost.
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The independence of co-regulators provides computational benefits for model inference and parameter learning, and also aids in model interpretation.
A comprehensive example demonstrates the computational benefit of our method.
The coarse grid provides additional computational benefit by allowing for larger time steps required by the stability constraint.
Table 2 illustrates the computational benefits of our surrogate family approximation.
The inbreeding substructure model alone does not speed up the ancestry inference for all types of pedigrees, but, as we have shown with the CC, the computational benefit can be crucial for analyzing many model animal resources.
On the other hand, the leave-one-out approach results in a considerable computational benefit (up to a 1,000 fold decrease in computational time for the optimization procedure).
The computational benefit becomes clearly evident.
The weighted iterative sampling also provides a significant computational benefit.
Factored HMMs offer computational benefits when computing the likelihood of data.
Although the spectral representation has numerous computational benefits, the wavenumber shift method for treating flow shear is of questionable accuracy.
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