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For continuous outcomes, in order to compare the rate of change in the measures pre to post intervention and whether any change is influenced by age, ethnicity or hospital, a general linear mixed model will be used with outcome transformed as necessary to overcome correlation of mean and variance in variables such as LOS.
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The results show that the predictive and classification error of the elastic net model are statistically comparable to benchmarks of the best pattern recognition tools whereas it overcomes correlation problems and performs variable selection at the same time, resulting in a simpler and more interpretable model.
The autoregressive versions of the models were proved to overcome the correlation of the residuals and also exhibit superior predictive properties.
This paper proposes using principal component regression (PCR) to obtain the weights between the hidden and output layers in order to overcome the correlation issue among hidden neuron outputs.
This can be overcome by correlation of the DW-MRI images to the contrast-enhanced MRI sequences which have a high accuracy for detection of necrotic metastases[ 15 ].
In Kitaoka and Nakagawa [24], it was shown that a smoothing approach can help in spectral subtraction to overcome the speech/noise correlation problems.
To overcome the strong correlation between daily temperatures over short time periods, constrained distributed lag structures are used in time-series regressions (Armstrong 2006).
Furthermore, this net effect of opposing selective forces will also have to overcome the genetic correlation between the sexes [ 9] for extreme SSD to evolve.
This problem is completely overcome by the correlation analysis discussed here, which is much more constrained and allows precise identification of TFs even when they display scarcely informative PWMs.
An improved correlation was developed for stratified flow conditions by combining the Gungor and Winterton correlation and the Wojtan correlation to overcome their respective defects in predicting cases in this study.
In addition, we found that this problem could be overcome when we used correlation ranks instead of correlation values.
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CEO of Professional Science Editing for Scientists @ prosciediting.com