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Unit 27: Measurable Functions and Littlewood’s Second Principle




                                                                                                Notes
                 Example: Let X = S , where S = {0,1}, be the sample space for a Monkey-Shakespeare
                                
          experiment (or any other experiment involving a sequence of Bernoulli trials). Let f : X  [0, ]
          be the number of times the Monkey types sonnet 18:
                             f(x , x , x ,...) = the number of i’s such that x  = 1.
                               1  2  3                          i
          Notice that f =  when the Monkey types sonnet 18 an infinite number of times (in fact, as we see
          that f =  on a set of measure). To show that f is measurable, write f as

                                    f = lim  f ,
                                           n
                                       n
          where f  is the number of i’s in 1, 2,..., n such that x  = 1. Notice that f  £ f  £ f  £  are non-
                i                                    i              1  2  3
          decreasing, so it follows that for any a  ,
                                                   
                       f(x) £ a  f (x) £ a for all n  x    {f £  a}. {f  < a}.
                                n                     n     n
                                                   =
                                                   n 1
          Thus,
                                 
                                    1
                       f [–, a] =   f [- , a].
                                   -
                       –1
                                   n
                                n 1
                                 =
                                                                       n
                                                         n
          The set {f  £ a} is of the form A   S  S  S   where A   S  is the subset of S  consisting of those
                 n                n                  n
          points with no more than a total of a entries with 1’s. In particular, {f  £ a}  R (C ) and hence, it
                                                                 n
          belongs to S  (C ). Therefore, {f £ a} also belongs to S  (C ), so f is measurable.
          We shall return to this example when we study limits of measurable functions.
          As we defined simple functions. For a quick review in the current context of our -algebra, S ,
          recall that a simple function (or S -simple function to emphasize the -algebra, S ) is any function
          of the form
                                        N
                                    s = å  a  A  ,
                                          n
                                       n 1   n
                                        =
          where a ,..., a    and A ,..., A  S  are pairwise disjoint. We know that we don’t have to take
                 1   N        1    N
          the A ’s to be pairwise disjoint, but for proofs it’s often advantageous to do so.
               n
          Theorem 1: Any Simple Function is Measurable
          Proof: Let s = å N n 1 a  A be a simple function where a ,..., a    and A ,..., A   S  are pairwise
                       =
                          n
                                                     1
                                                                       N
                                                                   1
                            n
                                                         N
          disjoint. If we put A   = X \ {A     A ) and a   = 0, then
                          N+1      1        N     N+1
                                    X = A   A     A   A  ,
                                        1    2       N   N+1
          a union of pairwise disjoint sets, and s = a  on A , for each n = 1, 2,..., N + 1. It follows that
                                            n    n
                                       N 1
                                        +
                s [a, ] = {x  X; s(x) > a} =   {x A ; s(x) a}
                                                    >
                                            
                 –1
                                               n
                                        =
                                       n 1
                                        +
                                       N 1
                                     =   {x A ; a >  a}.
                                            
                                              n
                                                 n
                                        =
                                       n 1
          Since
                                       ì A n  if a >  a
                                               n
                         {x  A ; a  > a} = í
                              n   n     Æ   otherwise.
                                       î
                       –1
          it follows that s [a, ] is just a union of elements of S . Thus, s is measurable.
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