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However, this is achieved at the expense of computation complexity because there will be more sites and more labels to deal with.
Due to the large number of potential variable combinations, a Markov Chain Monte Carlo (MCMC) sampler is used that relies on a Metropolis-Hastings algorithm to analyse the model space, the manner of model choice is a birth-death-sampler.12 Using a MCMC sampler facilitates the inclusion of many potential influences only at the expense of computation time.
The gain demonstrated here comes at the expense of computation speed.
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Complex dynamical models yield more representative results at the expense of larger computation times.
However, when demand is light, GA can reach a more optimal solution at the expense of more computation time.
To counter this effect, sub-blocks are overlapped generally at the expense of increased computation and memory usage.
As expected, our second order approximation method provides an even further improvement at the expense of higher computation complication.
Alternatively, clustering approaches could be used, which can be optimised to give better results, albeit on the expense of the computation cost.
For a linear system of size N, the use of an iterative method combined with the fast multipole method reduces the total expense of the computation to NlogN.
Lastly, an innovative spectral eigenface method which uses both spatial and spectral features is proposed to improve the quality of the spectral features and to reduce the expense of the computation.
The basic strategy for reducing the overall energy usage in the sensor network would then be to decrease the communication cost at the expense of additional computation in the sensors [1].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com