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While it is imperative the fitness function be effectively parallelizable on the GPU, because it is the most computational expensive task of the algorithm, results indicate that if this is the case, speedups of several orders of magnitude are possible compared to conventional multi-core CPUs.
And rightly so, because of the computational gymnastics involved.
n was set as 4 because of the computational efficiency.
But you can't do this ad infinitum because of the computational costs.
The drawback of the method is that it is computational expensive, due to the particle filtering sampling process.
Some engineering problems require a lot of computational expensive simulations that dominates the running time of a typical optimization algorithm.
Although computational expensive, the multiple-atlas-based methods have been demonstrated to yield promising results.
But our modifications do not add any computational expensive routines to the mean shift method and the EM-algorithm is only run at the beginning of the tracking.
Faster responds can be achieved by removing the plots of the waveform, since plotting waveform in real time is very computational expensive.
The method of [ 12] is not considered since there is no public software available and it is computational expensive.
However, it is computational expensive [ 12].
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