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The CV grids on the free parameters are summarized here: for lasso, ; for elastic net, and ; for group lasso (both regression and logistic regression), ; and for the LL approach, and (we also did a second-level CV after we pruned the range of and values based on the first-level CV).
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Both binomial regression and logistic regression were used to develop models for the three outcomes of interest depending upon use.
Age was modeled using natural cubic regression splines 18, with four degrees of freedom in both Cox PH regression and logistic regression.
Linear regression and logistic regression as approaches to prediction.
To control the association between porphyrins and organochlorine compounds for the confounding variables both linear regression models and logistic regression models were fitted.
Secondary outcomes were analysed by both univariate logistic regression and multivariate logistic regression.
The discussion is focused on factors that were statistically significant after controlling for all independent variables both in the binary logistic regression and multinomial logistic regression models on alcohol consumption in the past week.
This score was analysed using both ordinary regression and ordinal logistic regression (not shown): both methods gave the same results, so those for ordinary regression are reported for consistency.
One can also constitute simple prediction rules both by ANN and logistic regression applications.
Both results of the binary logistic regression and multinomial logistic models were presented as odds ratio with their corresponding 95% confidence intervals (CI).
Table 3 shows the association of the UACR tertiles with the value of CIMT and the presence of carotid plaques based on both multiple linear regression and binary logistic regression analyses.
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