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THIS IS AN R ASSIGNMENT PLEASE DO IN R CODE ONLY THANKS!!! I REALLY NEED HELP PLEASE PART 2 (25 points) The data set fat
THIS IS AN R ASSIGNMENT PLEASE DO IN R CODE ONLY THANKS!!!
I REALLY NEED HELP PLEASE
PART 2 (25 points)
The data set fat (Library: UsingR) contains several body measurements that can be done using a scale and a tape measure. These can be used to predict the body-fat percentage (body.fat). Measuring body fat requires a special apparatus; if our resulting model fits well, we have a low-cost alternative.
- Partition the data into 60% for training and 40% for testing. Use set.seed(25) before data partition.
- Use training data to develop a multiple linear regression model with body.fat as response variable and age, weight, height, BMI, neck, chest, abdomen, hip, thigh, knee, ankle, bicep, forearm, and wrist as independent variables.
- Use the stepAIC function to select a model. Report model summary and provide equation for this model.
- What are the top three contributors to the body-fat percentage? Provide an interpretation for these three coefficients.
- Develop a scatter plot for predicted and fitted response values using the testing data. Obtain R2 using testing data based on predicted and fitted response values?
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