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1. Notions of Probability  31

                              Ratios of Gamma Functions and Other Approximations: Recall that
                                                       . Then , one has





                           with fixed numbers c(> 0) and d, assuming that the gamma function itself is
                           defined. Also, one has





                           with fixed numbers c and d, assuming that the gamma functions involved are
                           defined.
                              Other interesting and sharper approximations for expressions involving the
                           gamma functions and factorials can be found in the Section 6.1 in Abramowitz
                           and Stegun (1972).
                              Beta Function and Beta Integral: The expression b(α, β), known as the
                           beta function evaluated at α and β in that order, is defined as




                           The representation given in the rhs of (1.6.25) is referred to as the beta inte-
                           gral. Recall the expression of Γ(α) from (1.6.19). We mention that b(α, β) can
                           alternatively be expressed as follows:




                              Maximum and Minimum of a Function of a Single Real Variable: For
                           some integer n ≥ 1, suppose that f(x) is a real valued function of a single real
                           variable x ∈ (a, b) ⊆ R, having a continuous n  derivative   , denoted
                                                                  th
                              (n)
                           by  f  (x), everywhere in the open interval (a, b). Suppose also that
                                                                          (2)
                                                                 (1)
                           for some point  ξ  ∈ (a, b), one has  f  (ξ) =  f  (ξ) = ... =  f (n–
                           1)  (ξ) = 0, but  f  (ξ)  ≠ 0. Then,
                                             (n)


                              Maximum and Minimum of a Function of Two Real Variables:
                           Suppose that f(x) is a real valued function of a two-dimensional variable
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