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With the aforementioned notation in mind, solving the linear mixture model involves: (1) estimating the number of endmembers, p, in the hyperspectral scene; (2) identifying a collection of E = { e i } i = 1 p endmembers; and (3) estimating the fractional abundances of the p endmembers for each pixel in the hyperspectral data set.
These modules will be then used to define spectral unmixing chains, which are composed of three main stages: (1) estimating the number of endmembers in the original hyperspectral scene; (2) identifying a collection of endmembers in the scene; and (3) estimating the fractional abundances of endmembers in each pixel of the scene.
Our results contribute to the goal of finding all the genes involved in D. melanogaster embryogenesis by identifying a collection of genes that have not been previously implicated in development but have expression patterns suggestive of potential developmental roles.
The way SOM is used here is similar to cluster analysis [ 8]; however, we tailor our approach towards identifying a collection of multipollutant day types that can be used as independent exposure variables rather than the discovery of 'distinct' profiles in our data.
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Cross identified a collection of problems with this setup.
For this reason, VHDL provides a grouping mechanism to identify a collection of items over which some relationship holds.
Previously, we identified a collection of more than 110 transcription factors and their corresponding effector genes in Escherichia coli K-12.
The purposes of this project were to identify a collection of obesity-related policy briefs, analyze the content, and make recommendations for model policy briefs.
The sequences obtained were used for inferring a phylogenetic tree of the genus, which was in turn used as a reference to successfully identify a collection of 31 azospirilla isolated from many different locations of Argentine.
The model outcomes showed that trade-offs existed among various objectives, and at the same time identified a collection of alternative farm configurations that performed better for all four objectives when compared to the original farm.
What is confusing — and important to remember — is that a moniker that uniquely identifies a process — a regulatory rulemaking — has been bent to identify a collection of items associated with that process, and neither the association, the collection of items, nor any particular document have been uniquely identified.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com