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Short   Medium       Tall          Medium
                                                                       Short          Tall

                                                   Gaussian                    Binary


                                                    Medium                   Medium










                                              Short          Tall    Short              Tall
                                                                                                          129
                                                   Digitized                   Fuzzy
                                            6.28 Grouping people by height using different schemes


                                       one  more  example.  If  we  graph  the  height  of  1000  people,  our
                                       graph will resemble the first graph shown in Fig. 6.28. We can use
                                       this  graph  of  heights  to  classify  the  heights  into  groups:  short,
                                       medium, and tall. If we applied a hard rule that stated everyone un-
                                       der 5′ 7″ is short and everyone taller then 6′ 0″ is tall, our graph will
                                       resemble the second graph. This classifies a person who is 5′ 11.5″
                                       tall as “medium,” when in actuality the person’s height is closer to
                                       the tall (6′ 0″ and over) group.
                                       Instead of hard-and-fast rules typically employed by computers,
                                       people typically use soft and imprecise logic, or fuzzy logic. To
                                       implement fuzzy logic in computers we define groups and quantify
                                       the  membership  in  that  group.  Groups  overlap,  as  seen  in  the
                                       fourth graph of Fig. 6.28. So the person who is 5′ 11.5″ tall is almost
                                       out of the medium group (small membership) and well into the tall
                                       group (large membership).
                                       Fuzzy logic provides an alternative to the digitized graph shown as
                                       the third graph of Fig. 6.28. A high-resolution digitized graph is
                                                       Team LRN                                      Intelligence
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