Efficient Streaming Classification Methods Niall M. Adams1, Nicos G. Pavlidis2, Christoforos Anagnostopoulos3, Dimitris K. Tasoulis1 1Department of Mathematics 2Institute for Mathematical Sciences Imperial College London 3Statistical Laboratory University of Cambridge July 2010 1/44 Contents I Streaming data and classification I Our approach: incorporate self-tuning forgetting factors I Illustrati