Page 338 - Introduction to Statistical Pattern Recognition
P. 338

320                         Introduction to Statistical Pattern Recognition

                             I              ---                   -- 30%
                                                                     BAYES
                           ZNN(%)                                    ERROR


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                              I              I               I              b 81
                             0.0            .01             .02
                             t                    t t t          t

                             00                  1280  640  320   160  + N (for n=8)
                                       Fig. 7-6  NN errors for normal data.

                      (1)   Change the sample size N  as N,, N2,. . . ,NZ. For each Ni, calculate PI
                                                                    A
                           (using  the  intrinsic dimensionality)  and  measure  ENN  empirically.  It  is
                           preferable to  repeat  the  experiment  several  times  independently and  to
                                             A
                           average the measured ENN’s.
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