Question
The dating web site Oollama.com requires its users to create profiles based on a survey in which they rate their interest (on a scale from
The dating web site Oollama.com requires its users to create profiles based on a survey in which they rate their interest (on a scale from 0 to 3) in five categories: physical fitness, music, spirituality, education, and alcohol consumption. A new Oollama customer, Erin O'Shaughnessy, has reviewed the profiles of 40 prospective dates and classified whether she is interested in learning more about them.
Based on Erin's classification of these 40 profiles, Oollama has applied a logistic regression to predict Erin's interest in other profiles that she has not yet viewed. The resulting logistic regression model is as follows:
Log odds of Interested = -0.920 + 0.325 x Fitness - 3.611 x Music + 5.535 x Education - 2.927 x Alcohol(b) Oollama understands that its clients have a limited amount of time for dating and therefore use decile-wise lift charts to evaluate their classification models. For the training data, what is the first decile lift resulting from the logistic regression model? Interpret this value. The first decile lift of this classification is It means that the first decile of the logistic regression model doubles the number of profiles that Erin is interested in versus random selectionStep by Step Solution
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