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May 18, 2019 · Download PDF Split and Merge for free. ... comprehensive data center and network management software solution specifically designed by ... of the target variable income is shown in Figure 4.4. The darker bands indicate the proportion of high incomes. Clearly, this proportion increases until about age 52, after which it begins to drop again. This behavior is nonlinear and should not be naively modeled as linear in the logistic regression. Suppose, for example, that we went ahead and performed a logistic regression of income on the singleton predictor age. The results are shown in Table 4.19. Table 4.19 shows that the predictor age is signi cant, with an estimated odds ratio of 1.04. Recall that the interpretation of this odds ratio is as follows: that the odds of having high income for someone of age x + 1 is 1.04 times higher than for someone of age x. Now consider this interpretation in light of Figure 4.4. The odds ratio of 1.04 is clearly inappropriate for the subset of subjects older than 50 or so. This is because the logistic regression assumes linearity, whereas the actual relationship is quadratic (nonlinear.) There are a couple of approaches we could take to alleviate this problem. First, we could use indicator variables as we did earlier. Here, we use an indicator variable age 33 65, where all records falling in this range are coded as 1 and all other records are coded as 0. This coding was used because the higher incomes were found to fall within this range in the histogram. The resulting logistic regression is shown in Table 4.20. The odds ratio is 5.01, indicating that persons between 33 and pdf split and join software free download: Download PDF Split and Merge Basic 3.3. 7 for Windows - Filehippo ... best free pdf split and merge software Download PDF Split And Merge - PDFsam
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