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We also report sensitivity tests to alternative models including ordinary least squares and two-part models.
Structural equation models constitute a very general and flexible class of statistical models including ordinary regression models and factor analytic models [ 7, 8].
There have been many extensions to this idea with different underlying mathematical models, including ordinary differential equations [ 20] and Factor analysis [ 21].
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Commonly used models include ordinary differential equations [ 1], Gaussian graphical models [ 2] and Bayesian networks [ 3].
The linear models included ordinary linear regression as implemented in R function lm and regularized versions of it, namely: ridge-, lasso- and elastic net regression.
Several regression models were used to model scientific production, including ordinary least-square regression and Hurdle negative binomial models.
Several econometric models were estimated, including ordinary least squares estimator, censored least absolute deviations estimator, robust MM-estimator and generalised linear model, using a range of explanatory variables with KIDSCREEN-10 items scores as key predictors.
Multiple analytic methods including ordinary least squares regression and multilevel modeling techniques were used to evaluate a community-context conceptual model of factors influencing individual actions in response to forest disturbance by beetles.
Using the AIC to guide theory-based model selection, we find that the best models include mostly ordinary businesses, and one type of what we have termed "discretionary business".
The mathematical model including nonlinear ordinary differential equations (ODEs) for 351 metabolites was constructed by U-system approach on the basis of only structures of metabolic reaction networks available in databases (Supplementary Model - additional file 2).
To evaluate possible multicollinearity, we fit ordinary least squares regression models, including all BMI Z-scores during youth visits and BMI at follow-up to calculate variance inflation factors (VIFs).
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