These tools use a highly optimised GIS implementation and provide sophisticated Gaussian smoothing ( Chen and Rosenfeld , 1999 ) .
a gaussian prior for smoothing maximum entropy models
Stanley Chen Ronald Rosenfeld
These tools currently train in less than 10 minutes on the standard training materials and tag faster than TNT , the fastest existing POS tagger . These tools use a highly optimised GIS implementation and provide sophisticated Gaussian smoothing ( Chen and Rosenfeld , 1999 ) . We expect even faster training times when we move to conjugate gradient methods .
These tools use a highly optimised GIS implementation and provide sophisticated Gaussian smoothing ( @@CITATION ) .