• The Joy of PCA 

      Vempala, Santosh (Georgia Institute of Technology, 2010-09-17)
      Principal Component Analysis is the most widely used technique for high-dimensional or large data. For typical applications (nearest neighbor, clustering, learning), it is not hard to build examples on which PCA "fails." ...