We will use the Boston dataset for the regression problem. This dataset contains information collected by the US Census Service concerning housing in the area of Boston, Massachusetts. It was obtained from the StatLib archive (http://lib.stat.cmu.edu/datasets/boston) and has been used extensively throughout the literature to benchmark algorithms. The dataset is small in size, with only 506 cases.