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Relying on ideas of CS, the signal can be recovered from a small number of samples by exploiting its sparsity.
The FC attempts to reconstruct the time-varying and spatially continuous data field from the discrete sensor samples by exploiting the data correlation in both the space and time domains with the minimum mean square error (MMSE) receiver.
In contrast, SVM training helps to 'learn a rule for separation and discrimination of the samples' by exploiting the advantage that the similarities between close samples are enhanced in the new reduced feature space.
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In an attempt to unify these imaging approaches, we refer to them collectively as "localization microscopy" methods based on the localization of molecules in a densely labeled sample by exploiting on-off transitions.
The original spatially parallel array signals are recovered from the time-sequence sampled signals by exploiting the second-order sparse property of the array signals.
For a bandlimited graph signal, the unknown data associated with unsampled vertices can be reconstructed from the sampled data by exploiting the spatial relationship of graph signal.
In this work we aimed to develop fast and powerful methods for genome-wide association analysis in samples of related individuals by exploiting the ideas of genomic background for correction of the distribution of the test statistics and for inferring the relation between study subjects.
The basic idea is that: we determine the dissimilarity between a test sample and the i-th class by exploiting the contribution to representing the test sample of the other classes.
This approach is refined by exploiting the sample and crystal symmetries to perform the expansion more efficiently.
Although we only have 728 immigrants in the core sample, their number increases to 2,006 by exploiting the youth-boost and, most importantly, ethnic-boost samples.
By exploiting M. sylvanus samples as a calibration point and TMRCA, the analysis indicated that M. f. fascicularis groups diverged from M. mulatta ~1.71 MYA.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com