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How are the two methods conceptually different

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Reference no: EM133221425

Please perform the following assignment in R

eBay Auctions-Boosting and Bagging Using the eBay auction data (file eBayAuc- tions.csv) with variable Competitive as the outcome variable, partition the data into training (60%) and validation (40%).

  1. Run a classification tree, using the default controls of rpart(). Looking at the vali- dation set, what is the overall accuracy? What is the lift on the first decile?
  2. Run a boosted tree with the same predictors (use function boosting() in the adabag package). For the validation set, what is the overall accuracy? What is the lift on the first decile?
  3. Run a bagged tree with the same predictors (use function bagging() in the adabag package). For the validation set, what is the overall accuracy? What is the lift on the first decile?
  4. Run a random forest (use function randomForest() in package randomForest with argument mtry = 4). Compare the bagged tree to the random forest in terms of validation accuracy and lift on first decile. How are the two methods conceptually different?

Reference no: EM133221425

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