Part XXXXXXXXXXpoints).A state is considering an overhaul of its restaurant health-inspection...

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Part XXXXXXXXXXpoints).A state is considering an overhaul of its restaurant health-inspection protocol. The data in columns A through E resulted from inspections done (“Pass” or “Fail” using the proposed protocol) on a large number of small (seating cap. Using your first 200 observations as a training sample, formulate (and summarize) a logistic regression model that would allow you to predict whether a particular location will pass the inspection. How do those predictors that you use in your model influence the likelihood of a location’s passing? Are all predictors "significant"?Having decided on a model, use it to estimate the likelihood of your 100 held-out restaurants passing the inspection (use this rule … if the estimated probability of passing is less than or equal to 0.45, forecast that restaurant as a “fail”; if the estimated probability is greater than or equal to 0.55, forecast that restaurant as a “pass”). Summarize how well this fitted model works with a confusion matrix.Part 2 (80 points).Using the same 200 observations you used to formulate your logistic regression model, develop (and prune, if appropriate) a classification tree to predict a restaurant’s inspection result. Draw a picture of this tree and summarize how well it predicts results in your hold-out sample with a confusion matrix.

Sudharsan.J · Accepted Answer

Prediction of Resturant Inspection Results
Question-1:
R-Output:
There was a negative relation found between EXPER, AGE in comparison with results in passing the inspection, and positive relation with CHAIN and REGION-B and C in comparison to results in passing inspection. There was a statistically significant difference noted between Results and AGE. Other than AGE variable none of the variables found to have significant difference.
Based on the model fitted with Trained data (200 observation) and predicted values found using Test data (100 observation), 	the estimated probabilities of Passing is less than 0.

Part XXXXXXXXXXpoints). A state is considering an overhaul of its restaurant health-inspection protocol. The data in columns A through E resulted from inspections done (“Pass” or “Fail” using the...

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