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The attractions of this approach are ease of access at very low cost and national coverage in a homogeneous data set.
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Then we can fit a second order polynomial to each segment of the time series defined according to the curvature sign, in the time interval covered with a homogeneous data set from as many European observatories as possible.
To obtain a homogeneous data set of graduates in terms of labour market opportunities, we restrict ourselves to the school-based learning route, in which students gain practical experience during one or two days a week.
In 1 approach, a mass screen using a dedicated technique would be used to create a homogeneous data set that results in a functional atlas.
One of the problems with such repositories is that the published data was generated in a specialized environment to study a given biological process (e.g. protein folding), resulting in fairly homogeneous data compared to the range of methods and software available to the community.
We chose these 12 new species based on their high diversity, in order to create a less homogeneous data set; our objective was to determine whether SVD would separate non-related and related species into different groups.
Predictions are based on our recently published work on the amino acid propensities for secondary structures in either large but not homogeneous protein data sets, as well as in smaller but homogeneous data sets corresponding to protein structural classes, i.e. all-alpha, all-beta, or alpha beta proteins.
The second, spatial extension, consists in merging statistically homogeneous data to build large regional data samples.
In homogeneous data sets, the gene-phenotype correlations were measured by the Student's t-test.
The failure to use prior knowledge of which individuals belong to which species and which traits are the key distinctions between species does not maximise power, but is based upon the argument that rejecting the null hypothesis (homogeneous data) in a contemporaneous sample implies two or more species.
This framework integrates in a homogeneous way all the data and processing types.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com