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We employ the Bayesian structured signal approximate message passing (BASSAMP) algorithm [15] in order to exploit the joint sparsity.
The resulting 100 spatial maps represent structured signal present across the 3 datasets.
To this end, we propose a structured signal model based on the concept of spatial signatures.
They remain weak and do not present a structured signal, neither in time nor as a function of the Sun position.
Section 3 presents the structured signal model based on the concept of spatial signatures, and 4 introduces the proposed detection algorithm.
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The signal with coherent structure needs less number of iterations, while noncoherent structured signals take more iterations to get decomposed.
In the laboratory, muroid rodent USVs are suggested to have a communication function which is supported by observations that they are structured signals that cause predictable behavioral responses in recipients [3].
The dense broadband structure of these cicada signals would likely mask most of the more finely structured signals of birds.
Together with the structured signals found in CDS of mitochondrial proteins, this is the first report of an enlarged set for this class of proteins.
The reconstruction of these structured signals is usually performed with an iterative least-squares optimization in which a sparsity-promoting norm serves as an additional constraint, or regularizer.
The underlying principle is that all structured signals have sparse representation in an appropriate coordinate system, and using such a system/dictionary typically results in better solutions with a relatively low level of noise.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com