Page 116 - Modern Spatiotemporal Geostatistics
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The  Epistemic  Paradigm                   h97

            The cogency requirement of Postulate 4.1 may seek a map Xk tnat max-
        imizes  probability  ProbjJxJ,  i-e.,  the  mode  of  the  probability  law.  Other
        representations of the cogency requirement may lead to a map Xk tnat 's tne
        median  of  Prob^lx*],  the  conditional  mean, etc.  Equation 4.4 relates this
        new  probability  function  at  the  integration  stage with the  probability  function
        at  the  prior  stage.  The  ProbjJxJ  is a  monadic  function  of  Xk  (because  its
        value  depends  on just  one issue—whether Xk  occurs  or  not).  But  the  condi-
        tional probability Prob?[xk|Xdata(S)] is a dvadic function of xk and X dato(S)
        because  its value depends on the  two  issues that  it  relates.
            There are various notational ways of  representing the effects of knowledge
        bases  §  and ^ on the  probability  functions  considered  in  each  one of the
        mapping stages.  In order to  familiarize the  reader with  the  conditional proba-
        bilities  used in BME mapping, in the following example we choose to  reexamine
        Proposition  4.1 above  using a slightly  different  notation.

        EXAMPLE   4.5:  Let  us denote  the  prior  probability  function  relative  to  the
        general  knowledge § as the conditional probability




        Consider  the  probability  function  Prob'[-],  such  that  Prob'[^]  =  1.  This
        implies that






        Furthermore,  given that Prob



            At  the  posterior  stage  we  define  the  probability  function  Prob" [•]
        such  that  Prob" [ Xdata(5)}  =  1.  This  means  that  Prob" \\ k\X^(S}\  =
                                            a
        Prob"[x*  and  Xdata(S)}  =  Prob"[xJ; nd  since  Prob" [ Xk\X data(S)}  =
        Prob' [Xk\Xdata(S), we Set tne following expression



        Furthermore,  using Equation 4.12,  we find










        or
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