In this paper various ensemble learning methods from machine learning and statistics are considered and applied to the … customer choice modeling problem. The application of ensemble learning usually improves the prediction quality of flexible … datasets using decision trees, ensemble versions of decision trees and the logistic regression model, which is a standard …

and boosting algorithms from the field of machine learning. Our system substantially outperforms the naive method of …