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A common approach in these situations is the use of a complexity reduction strategy that is designed to selectively interrogate a small percentage of the target genome [ 30, 31].
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From the results, we can see that the predictive power of the four-feature discomfort prediction models is dramatically reduced by the use of a low complexity stereo algorithm instead of a high performing, high complexity algorithm.
A relevant feature is the use of a reduced complexity model, selected according to a nonlinearity measure.
Here, admittedly, the Western ear passes into mystery; Indian and Sri Lankan traditional music customarily uses meters of a complexity that perplexes many trained Western musicians and bewilders most Western dance lovers.
The additivity assumption is central to the optimization algorithms proposed in [28] and in Section 2. It allows the use of a low-complexity algorithm for the UEP global optimization.
Over this core subcarrier allocation strategy, we assume the use of a simple low-complexity distributed maximal scheduling flow strategy [26].
Overall, the most favorable receiver configuration to use, from a complexity point of view, is the PIC-MF MUD combined with the SAGE ML estimator.
Yamaoka [ 43] noted that use of intestinal complexity as a tool in systematic research involves a 'two-storey' structure, with the first storey comprising a qualitative aspect (coiling pattern), and the second storey composed of the quantitative (functional) component of intestinal length.
Results show how Hsn is able to contribute to the ongoing debate on how to estimate spatio-temporal complexity of ecological systems, thus making a step forward in the proposed use of complexity as an ecological orientor.
We develop a new method, called ε-transformation, which makes use of this complexity transition, to find a suboptimal solution.
The use of a range of model complexities and multiple models can be helpful in illustrating where certain modeling assumptions or implicit limitations are important to the interpretation of modeling results.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com