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Second, we performed outlier detection and correction routines recommended by Chang and colleagues [ 35].
We also performed outlier analysis to see whether patients with extremely high resource use were skewing the results.
However, we performed outlier analyses using the dfBeta approach [ 3], which confirmed that our results were not unduly influenced by extreme data points.
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RANSAC could be used as a "one stop shop" algorithm for developing and validating QSAR models, performing outlier removal, descriptors selection, model development and predictions for test set samples using applicability domain.
Arrays were scanned with Agilent's G2565AA Microarray Scanner System and analyzed using Agilent Feature extraction software (Agilent Technologies), which calculates log ratios and P values for valid features on each array and provides a confidence measure of gene differential expression by performing outlier removal, background subtraction, and dye normalization for each feature.
The highest performing outlier after adjusting for health centre and patient characteristics is a centre from a non-remote area that had completed one ABCD CQI Type 2 diabetes audit cycle since it joined in 2010.
The MouseTrack tool also performs individual outlier detection, multi-variate outlier detection and distributional evaluation including displays of the phenotypic distributions within strain.
To assess the spatial scale of adaptation, we performed the outlier-analysis at different spatial scales: the continental scale (Europe), the landscape scale (Northwest Europe) and the smaller regional scale (Belgium/the Netherlands and Northwest France).
Instead, the Illumina BeadStudio software first performs an outlier removal on the bead intensities.
After analyzing several outlier detection measures, we found that Cook's distance (CDISS) performed well for outlier detection.
A sensitivity analysis was also performed eliminating extreme outlier values.
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