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In order to model such a dichotomous choice behavior, a linear regression model is generally inappropriate because this implies that the variance of the error term is not constant but dependent upon the explanatory variables and model parameters (see Veerbek 2000).
However, although significant this variable has a small impact upon the explanatory power of the models and the strength of the other explanatory variables.
The OP model is preferable to the Ordinary Least Squares (OLS) model because in the latter the variance of the error term is not constant and is dependent upon the explanatory variables [ 14].
A multiple regression analysis was used to determine the relative importance of the different variables, regressing the log-transformed range-size (response variable) upon the explanatory variables (range properties, species' age, niche breadth and habitat preference) and the phylogenetic PVR components.
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As such, we have shown that this decomposition takes into account the mutual dependency between health and socioeconomic status and captures the reduced effects of the explanatory variables upon health and socioeconomic status.
Assuming that all explanatory variables in the bivariate multiple regression model are the exogenous variables in a two-equation SEM for the estimation of h and d, decomposition (III) takes into account the mutual dependency between h and d and thus captures the net or reduced effects of the explanatory variables upon both h and d.
To explore the factors affecting these geographical patterns, multivariate models were produced to examine the impact of the explanatory variables upon cryptosporidiosis in each of the three seasons.
Based upon prior research [ 1, 2, 11, 12, 14, 16], the explanatory variables were dichotomized, categorized, or used as a continuous scale.
Those particular mathematical inputs and outputs depend upon our arbitrary choice of measurement units, so they arguably lack the explanatory significance that Egan assigns to them.
Finally, hypothermia upon admission to the NICU was an important adjustment variable in the explanatory model of early neonatal death.
The explanatory poster read: "Does being….
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com