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The relative importance of each predictor variable can be assessed by response curves, where the maximum height is indicative of the relative importance, and the slope indicates the predicted rate of change in the response variable as a function of the predictor variable.
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An additional flexibility can be achieved if not only the mean μ i but also the dispersion parameter ϕ i is estimated as a function of the predictor variables by employing a second linear predictor (Eq. 2b).
We used generalized semi-parametric Poisson regression to model the natural logarithm of the expected daily death counts as a function of the predictor variables.
We, therefore, used a special case of the linear mixed model to explore residual variance as a multiplicative linear function of the predictor variables (Harvey 1976; Guierrez 2008).
A discrete choice model for the yielding behavior of the drivers was also developed as a function of different predictor variables.
The deterministic component, Xβ, is the portion of z that can be expressed as a function of predictor variables and annual constants (i.e., intercepts).
mgcv uses smoothing spline functions of the predictor variables.
We plot the goodness of fit as a function of the number of predictors used in the model.
This methodology enables a quantitative estimation of relationships between the predictor variables, as well as between the predictor variables and the outcome variable.
We take the visual center given by human subjects as the dependent variable and the center-of-mass for each type of visual features as the predictor variable.
Table 4 provides details of the structure matrix canonical loadings of the predictor variables and the two discriminant functions.
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