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4.2 Pearson·s Correlation Coeffi cient                            63

                        Bivariate Scatter             Bivariate Scatter
                120                            20
                     r = 0.96                                     r = -0.97
                100                             0
                                               −20
                 80
                                               −40
               y  60                          y
                                               −60
                 40
                                               −80
                 20                           −100

                  0                           −120
                   0     5    10    15    20      0     5   10    15    20
                              x                              x
                a                             b
                        Bivariate Scatter             Bivariate Scatter
                 20
                     r = 0.36                                      r = 0.95
                 15                            15
                                                           Outlier
               y  10                          y  10


                  5                             5
                                                         Random bivariate
                                                         data cluster
                  0                             0
                   0     5    10    15    20      0    5    10    15    20
                              x                              x
                c                             d
                        Bivariate Scatter             Bivariate Scatter
                2500                           600
                     r = 0.96                                     r = 0.38
                2000                           500
                1500                           400

               y  1000                       y  300
                500                            200

                  0                            100
               −500                             0
                   0     5    10    15    20     −10   −5    0     5    10
                              x                              x
                e                             f

           Fig. 4.2 Pearson·s correlation coeffi cent r for various sample data. a-b Positive and negative
           linear correlation,  c random scatter without a linear correlation,  d an outlier causing a
           misleading value of r, e curvilinear relationship causing a high r since the curve is close to a
           straight line, f curvilinear relationship clearly not described by r.
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