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In the outer level of optimization, Θ is estimated by optimizing a criterion.
In the inner level of optimization, c is estimated by optimizing a criterion U c| Θ), given any value of Θ.
In most studies, the gain function is designed by optimizing a criterion based on some assumptions of the noise and speech distributions, such as minimum mean square error (MMSE), maximum likelihood (ML), and maximum a posteriori (MAP) criteria.
Instead a higher number of raw sleep states – called microstates – is determined by optimizing a criterion of describing the distribution of measured physiological data as closely as possible.
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Optimal values of these parameters were estimated automatically for each individual image by optimizing a quality criterion based on a global contrast measure (optimality is defined as achieving minimum blur).
The precoder exploits the CSI to improve the performance of a wireless system by optimizing a pertinent criteria.
The use of CSI allows designing precoders by optimizing a pertinent criteria as maximizing the received signal-to-noise ratio (max-SNR or beamforming), minimizing the mean square error (MMSE), maximizing the capacity (Water-Filling solution) [24], or the maximization of the minimum Euclidean distance of received constellation (max-dmin solution) [11].
These methods are designed to furnish a partition and a prototype for each cluster as well as to learn a relevance weight for each dissimilarity matrix by optimizing an adequacy criterion that measures the fitting between the clusters and their representatives.
These algorithms are designed to furnish a partition and a prototype for each fuzzy cluster as well as to learn a relevance weight for each dissimilarity matrix by optimizing an adequacy criterion that measures the fit between the fuzzy clusters and their representatives.
We introduce an assembly integrator that makes use of all available data, i.e. multiple de novo assemblies and mappings against multiple related genomes, by optimizing a weighted combination of criteria.
A prototype has been implemented with Java, evaluated by optimizing a network topology with different criteria and verified with NS-2 simulations.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com