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Conversely, when the scale is too large, attribute measures are too aggregated to sufficiently reflect their characteristics.
In our study, features for all genomic datasets are concatenated to produce large attribute sets for each gene.
Its added flexibility and interactivity supplement current Cytoscape search functions, help researchers navigate large attribute datasets and facilitate exploratory analysis of biological networks.
The user can only locate the position of matches by manual scanning, which can be very difficult for browsing the result from a fuzzy search in a very large attribute table.
Linear and non-linear machine learning methods, from logistic regression to random forests, were fit on a large attribute set including demographic, clinical and laboratory features, genetic profiles and environmental exposures.
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The confidence intervals were large, attributed to the temperature dependence for extrapolation of ln(D0).
To determine the most appropriate attributes that distinguish between normal traders and fraudsters, a modified wrapper procedure is developed to select a subset of attributes from a large candidate attribute pool.
This difference is too large to attribute to chance alone, and suggests that financial education increases financial knowledge.
All of those changes were statistically significant, meaning they were too large to attribute to chance, according to the study.
Beyond exceptional parenting, by and large, I attribute much of their distinction to the experience of a dual language immersion program.
The huge jump was in large part attributed to the popularity of an animated cartoon by Walt Handelsman, an editorial cartoonist at Newsday who has won the Pulitzer Prize twice.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com