Page 58 - Computational Statistics Handbook with MATLAB
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44                         Computational Statistics Handbook with MATLAB





                                                                  4
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                                                                  2
                                       0.1
                                                                  0
                                      0.05
                                                                 −2
                                        4
                                          2                  4
                                            0              2     −4
                                             −2      −2  0        −4   −2    0   2    4
                                               −4  −4

                              FI F U URE G 2.1  RE 2.1 0  0
                               IG
                                  2.1
                               GU
                              F F II  GU  RE RE 2.1  0 0
                              This figure shows a standard bivariate normal probability density function that is centered
                              at the origin. The covariance matrix is given by the identity matrix. Notice that the shape
                              of the surface looks circular. The plot on the right is for a viewpoint looking down on the
                              surface.
                                surf(x,y,z),axis square, axis tight
                                title('BIVARIATE STANDARD NORMAL')
                             Next, we plot the surface for a bivariate normal centered at the origin with
                             non-zero off-diagonal elements in the covariance matrix. Note the elliptical
                             shape of the surface shown in Figure 2.11.






                                                                  4

                                       0.2
                                                                  2
                                      0.15
                                       0.1                        0
                                      0.05
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                                          2                  4
                                            0              2     −4
                                             −2      −2  0        −4   −2    0   2    4
                                               −4  −4

                               II
                               GU
                              FI F F F U URE GU 2.  RE RE RE 2. 2. 2. 1  11 1 1
                               IG
                                     1
                                      1
                               G
                                     1
                              This shows a bivariate normal density where the covariance matrix has non-zero off-diagonal
                              elements. Note that the surface has an elliptical shape. The plot on the right is for a viewpoint
                              looking down on the surface.
                             © 2002 by Chapman & Hall/CRC
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