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                                             10.3 Classical Orthogonal Polynomials           313

                        Theorem 10.7. For each n = 0, 1,..., the nth Hermite polynomial is given by (10.9).


                        Proof. According to Theorem 10.3, the polynomials given by (10.9) are orthogonal with
                        respect to the standard normal distribution provided that
                                                        1  d n
                                                              φ(x)
                                                      φ(x) dx n
                        is a polynomial of degree n and that
                                                           d n
                                                         j
                                                    lim x    φ(x) = 0                     (10.10)
                                                          dx n
                                                   |x|→∞
                        for all n and j. Once these are established, the result follows provided that the coefficient
                           n
                        of x in (10.9) is 1.
                          For each n = 0, 1,..., define a function q n by
                                                   d n
                                                      φ(x) = q n (x)φ(x).
                                                   dx n
                        Note that q 0 (x) = 1 and, hence, is a polynomial of degree 0. Assume that q m is a polynomial
                        of degree m;we will show that this implies that q m+1 is a polynomial of degree m + 1. It
                        will then follow by induction that q n is a polynomial of degree n for n = 0, 1,....
                          Note that
                                           d  m+1                  d
                                                φ(x) = q m+1 (x)φ(x) =  q m (x)φ(x)
                                          dx m+1                   dx
                        so that

                                           q m+1 (x)φ(x) = q (x)φ(x) − xq m (x)φ(x);
                                                         m
                        hence,

                                                 q m+1 (x) = q (x) − xq m (x).
                                                           m
                        Under the assumption that q m is a polynomial of degree m,it follows that q m+1 is a poly-
                        nomial of degree m + 1. Hence, for all n = 0, 1,..., q n is a polynomial of degree n.
                          Since
                                                           j
                                                      lim x φ(x) = 0
                                                     |x|→∞
                        for all j = 0, 1,..., (10.9) follows from the fact that
                                                    d n
                                                      φ(x) = q n (x)φ(x)
                                                   dx n
                        where q n is a polynomial of degree n.
                                                          m
                          Finally, note that, if the coefficient of x in q m (x)is1, then, since

                                                 q m+1 (x) = q (x) − xq m (x),
                                                           m
                        the coefficient of x m+1  in q m+1 (x)is −1. The result now follows from the facts that q 0 (x) = 1
                                       n
                        and H n (x) = (−1) q n (x).
                          The following corollary gives another approach to constructing the Hermite polynomials;
                        the proof follows from Theorem 10.7 and is left as an exercise.
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