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Computers can handle the most complex computational challenges, but can struggle to differentiate "I love TechCrunch" from "CrunchLove iTech".
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In general, using the AIC model should imply less computational time than the most complex model but depending among other things on the number of candidate models, sequence divergence, and number of sequences.
From the computational point of view, the most complex operation in this algorithm is related with the calculation of the covariance and correlation matrices which need to be compared in order to determine the number of endmmebers.
The computational complexity of an expression is determined by its most complex item.
At the same time, this is the most complex model with respect to the number of parameters and computational costs for each simulation.
The algorithm achieves a high degree of computational efficiency by combining iterative linearization of the most complex portion of the kernel with a combination of Newton-Raphson and Picard iteration methods for the resulting approximate equation.
Interestingly, in both methods, the highest computational time (i.e., curved vessels) is not associated with the most complex geometry (i.e., patient-specific case of aortic dissection).
The most complex recoveries can take decades.
His job is simple, yet most complex.
The most complex logistics involved the players.
And this one is the most complex.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com