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Suppose that medical researchers are interested in exploring the relationship between patient age (x) and the presence (1) or absence (0) of a particular disease (y) The data collected from 20 patients are shown in Table 41, and a plot of the data are shown in Figure 41 The plot shows the least-squares regression line (dashed straight line) and the logistic regression line (solid curved line), along with the estimation error for patient 11 (age = 50, disease = 0) for both lines Note that the least-squares regression line is linear, which means that linear regression assumes that the relationship between the predictor and the response is linear Contrast this with the logistic regression line, which is nonlinear, meaning that logistic regression assumes that the relationship between the predictor and the response is nonlinear.

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GROUP REGISTRATION NAME OF GROUP: JOHNSON HIGH SCHOOL DEBATE TEAM DATE IN: 0109 NO. GUESTS: 15 DATE OUT: 0112 RATE: 57/S 64/D NO. ROOMS: 8

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The scatter plot makes plain the discontinuity in the response variable; scatter plots that look like this should alert the analyst not to apply linear regression Consider the prediction errors for patient 11 The distance between the data point for patient 11 (x = 50, y = 0) and the linear regression line is indicated by the dashed vertical line, and the distance between the data point and logistic regression line is shown by the solid vertical line Clearly, the distance is greater for the linear regression line, which means that linear regression does a poorer job of estimating the presence of disease than logistic regression does for patient 11 Similarly, this observation is also true for most of the other patients Where does the logistic regression line come from Consider the conditional mean of Y given X = x, denoted as E(Y |x).

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This is the expected value of the response variable for a given value of the predictor Recall that in linear regression, the response variable is considered to be a random variable de ned as Y = 0 + 1 x + Now, since the error term has mean zero, we obtain E(Y |x) = 0 + 1 x for linear regression, with possible values extending over the entire real number line For simplicity, denote the conditional mean E(Y |x) as (x) Then the conditional mean for logistic regression takes on a different form from that of linear.

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In the example above, the properties of six instances of a movie clip called mc0 through mc5 are being changed. Lines 4 through 6 change the properties of each clip. Without the loop, you d have to codes each property change for each clip, resulting in a whopping 18 lines of code. When you use a for loop, you eliminate many lines of code and free your time for more products tasks. The second line of code initializes the loop. The parameters for the action appear between the parentheses. The first parameter sets the initial value of i equal to 0, which is identical to the first element in an array. If you re not familiar with using an array to store data, you ll be up to speed after reading 9. The second parameter of the for action is the condition that must be true for the loop to continue. The loop in the above example continues as long as i is less than or equal to 5. The third parameter in the code determines the increment for each loop. In this case, the increment is 1. The third parameter could have been written as i+1, but ++i is a code shortcut that does the same thing. The lines of code between the curly braces execute as long as the condition is true. In the above example, each movie clip s opacity is reduced by 25 percent and scaled to 80 percent of its original size.

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