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Scientists create ensemble datasets by generating or collecting multiple data values or 'ensemble members' (Brodlie, Osorio, & Lopes, 2012; Potter et al., 2009).
According to Colin Ware AA glyph is a graphical object designed to convey multiple data values' (Ware, 2004), p.145).
Multiple rows per gene may be listed - for example, when an omic-profiling technology produces multiple data values per gene.
Over the years, there have been attempts to support more complex mappings of multiple data values onto node visuals in Cytoscape.
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We thus created multiple data sets using values selected from percentile tables.
However, rather than imputing a single value for a missing data point and treating it as fixed, the multiple imputation framework accounts for uncertainty about the missing data by creating multiple plausible missing values resulting in multiple data sets.
The proportion of missing responses in covariates didn't exceed 1.5%%; to estimate the missing data values, we used multiple imputations (MICE package, R).
Adequate treatment of missing data implied that the absence/presence and proportion of missing data were reported, and if > 10% of subjects had missing data then imputation techniques that take account of the uncertainty of missing data values (for example, multiple imputation/maximum expectation) or sensitivity analysis were used [ 22].
The collection of the same data items at multiple data points should facilitate imputation of values for data points missed by individual participants and minimise the impact of lower participation, however, this will remain a limitation for measures analysed cross-sectionally.
In the case of multiple data for a single ligand, the Ki value and data against human receptors were preferred; a median value was used in the case of multiple biological results.
These multiple draws, when added to the regression equation, will yield multiple data sets each with a different predicted value for the missing data.
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CEO of Professional Science Editing for Scientists @ prosciediting.com