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This may be because we are using a regression technique to simulate classification rather than a true classification technique.
Based on these structural complexity dimensions we have built an understandability prediction model using a regression technique that is specifically recommended for data obtained through a repeated measures design.
We used Cole's LMS method [ 21], which models the relationship between percentiles and age using a regression technique and assumes a normal distribution of the transformed variable.
Using a regression technique, with multiple measurements by multiple observers reduces the effects of any natural variability in hippocampal measurements, thereby minimizing the risk of type 1 error, but means that children whose hippocampus grows initially and only starts to lose volume after 6 months may not have been detected.
We first tested whether the relationship between the early insulin response or the incAUCins/glu response after oral glucose and surrogate measures of insulin sensitivity were related in a hyperbolic manner using a regression technique that takes measurement error in both variables into account.
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SVM uses a regression technique by introducing an ε – insensitive loss function.
In practice, it is better to estimate HRs using a regression modelling technique, such as Cox regression, as described in the next article.
Alternatively, Cox regression can accommodate changes in the hazard ratio over time with a flexible generalization of the Cox proportional hazards model using a regression spline technique [ 23- 25].
BMI was imputed where it was unavailable using a regression imputation technique based on age, gender, receipt of pension, systolic and diastolic blood pressure and index of relative disadvantage.
Susko et al. [ 11] use a regression technique to estimate the size of rate differences between eukaryotic and archaebacterial amino acid sequences of elongation factor 1 α and find rate variation roughly between 3 and 15-fold, just straddling the level of rate variation detectable in this simulation.
Data are fit to a lognormal distribution, using a regression on order statistics (ROS) technique to impute nondetectable values (Shumway et al. 2002) [See Supplemental Material: Appendix 1 for details (online at http://www.ehponline.org/members/2008/10994/suppl.pdf)].
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