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The best models explaining the probability of a variable changing the position were those including the difference in IVE between a particular variable and the previous one in the ranking (Table 2).
According to our model, a decrease of one unit in the difference of IVE between a particular variable and the previous one in the ranking produces an increase of 3.7% in the probability of changing position of that variable (Fig. 2).
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In effect, the difference between the means of a particular variable was weighted by its common standard deviation.
A multivariate model was developed using a nested approach; if the P-value for the likelihood ratio test of the change in deviance (−2 × log likelihood) between a model containing a particular variable, and a model not containing this variable, was less than 0.1, the variable was retained in the model.
The intraclass correlation coefficient (ri) was used as a measure of the degree of resemblance between subjects from the same family regarding a particular variable.
If the observed difference between the two groups was significantly large compared with the variance of a particular variable, then the groups were deemed incomparable for that variable.
22 The likelihood ratio test was used to determine a significant association of a particular variable with the presence of advanced neoplasia and the interaction between variables.
In addition, students should write a one-paragraph essay about what makes a particular variable good for use in problems calculating probability.
Cases with an unknown value for a particular variable were excluded from analysis involving that variable.
Importance, for a particular variable, is the sum across all nodes in the tree of the improvement scores between this variable and the best splitter at a particular node [17].
Note: Importance, for a particular variable, is the sum, across all nodes in the tree, of the improvement scores between this variable and the best splitter at a particular node.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com