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begin{aligned} varvec{beta } = (mathbf {X}^mathrm{{T}}mathbf {X})^{-1}mathbf {X}^mathrm{{T}}mathbf {y} end{aligned} (2)A large regression coefficient does not imply that the factor is significantly influencing the response and a small regression coefficient does not imply that the factor is not influencing the response.
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Therefore, if a covariate was chosen, for instance, in only one of the imputed data sets, its non-zero value was divided by 10, resulting in a smaller regression coefficient.
Combination lipid therapy significantly decreased stenosis progression by 83% (Delta%S prox) 0.5 vs 2.9, p <0.001) in patients with MS and induced a small net regression in those without (Delta%S prox) -0.3 vs 2.0, p <0.001).
The study-specific interaction regression coefficients covered a wide range (i.e., we observed small regression coefficients and large within-study variances), suggesting that some random errors may have reduced study power.
Recent studies [8, 9] indicate that the interpretation of linear SVM models is possible for small regression data sets.
Although small regression coefficients might be biologically relevant, this indicates that there are also many spurious results amongst the small regression weights.
We also found small regression coefficients in the Black-Caribbean children, although these were not significantly different from the Dutch.
The relatively small regression coefficients and effect sizes affect the evaluation of these interrelations and limit statistical power.
A succinct summary of the parameters associated with each independent variable is presented in Table 3, along with a small selection of regression diagnostics.
Our method to model temporal changes in CCI efficiently captures the changes in comorbidity over time with a small number of regression analyses to perform.
This study suggested that infusion of recombinant apoA-I Milano/phospholipid complexes results in a small, but significant regression of coronary atheroma volume as compared with no significant change from baseline in the placebo group.
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