This month, we look at two very common supervised methods in the context of machine learning: linear support vector machines (SVMs) and k -nearest neighbors (kNNs).

The Annals of Statistics, Vol. 36, No. 2 (Apr., 2008), pp. 489-531 (43 pages) The support vector machine (SVM) algorithm is well known to the computer learning community for its very good practical ...