Page 161 - Computational Statistics Handbook with MATLAB
P. 161

148                        Computational Statistics Handbook with MATLAB


                             at 2-D scatterplots of all possible pairs of variables. This allows one to view
                             pairwise relationships and to look for interesting structures in two dimen-
                             sions. MATLAB provides a function called plotmatrix that will create a
                             scatterplot matrix. Its use is illustrated below.


                             Example 5.17
                             The iris data are well-known to statisticians and are often used to illustrate
                             classification, clustering or visualization techniques. The data were collected
                             by Anderson [1935] and were analyzed by Fisher [1936], so the data are often
                             called Fisher’s iris data by statisticians. The data consist of 150 observations
                             containing four measurements based on the petals and sepals of three species
                             of iris. These three species are: Iris setosa, Iris virginica and Iris versicolor. We
                             apply the plotmatrix function to the iris data set.
                                load iris
                                % This loads up three matrices, one for each species.
                                % Get the plotmatrix display of the Iris setosa data.
                                [H,ax,bigax,P] = plotmatrix(setosa);
                                axes(bigax),title('Iris Setosa')
































                              F FI  U URE G 5.2  RE 5.2 6  6
                               IG
                                  5.2
                              F F II  GU  RE RE 5.2  6 6
                               GU
                              This is the scatterplot matrix for the Iris setosa data using the plotmatrix function.



                            © 2002 by Chapman & Hall/CRC
   156   157   158   159   160   161   162   163   164   165   166