Page 315 - Elements of Distribution Theory
P. 315

P1: JZP
            052184472Xc10  CUNY148/Severini  May 24, 2005  2:50





                                         10.2 General Systems of Orthogonal Polynomials      301

                        Construction of orthogonal polynomials
                        In many cases, orthogonal polynomials with respect to a given distribution may be easily
                        constructed from the moments of that distribution.


                        Theorem 10.2. Let
                                                    ∞

                                                       n
                                             m n =    x dF(x), n = 0, 1,....
                                                   −∞
                        For each n = 0, 1,..., let
                                                        x    x     ···  1
                                                        n    n−1          
                                                     m n    m n−1 ···  m 0 
                                                                          
                                          p n (x) = det   m n+1  m n  ···  m 1  .
                                                       .      .        .  
                                                        .      .   ···  .
                                                       .      .        .  
                                                      m 2n−1 m 2n−2 ··· m n−1
                        If, for some N = 0, 1, 2,...,
                                                                    
                                                       m n−1 ···  m 0
                                                     m n    ···  m 1 
                                             α n ≡ det    .      .     = 0,
                                                        .    ···  .
                                                       .         .  
                                                      m 2n−2 ··· m n−1
                        for n = 0, 1,..., N, then {p 0 , p 1 ,..., p N } are orthogonal polynomials with respect to F.

                                                                                n
                        Proof. Clearly, p n is a polynomial of degree n with coefficient of x given by α n  = 0.
                        Hence, by Theorem 10.1, it suffices to show that
                                         ∞

                                                 j
                                            p n (x)x dF(x) dx = 0,  j = 0, 1,..., n − 1.
                                        −∞
                        Note that, for j = 0, 1,..., n − 1,
                                                        x     x     ···  x
                                                        n+ j  n+ j−1      j 
                                                      m n    m n−1  ···  m 0 
                                           j
                                                                             
                                         x p n (x) = det      m n  ···  m 1 
                                                      m n+1
                                                         .      .         .
                                                                            
                                                         .      .   ···   .
                                                        .      .         .  
                                                       m 2n−1 m 2n−2 ··· m n−1
                                                                                j
                        and, since this determinant is a linear function of x n+ j , x n+ j−1 ,..., x ,
                                                                                  
                                                             m n+ j m n+ j−1 ···  m j
                                                            m n    m n−1  ···
                                                                               m 0 
                                     ∞                                            
                                            j
                                       p n (x)x dF(x) dx = det   m n+1  m n  ···  m 1   .
                                                               .      .         .
                                                                                  
                                    −∞                         .      .         .
                                                               .      .   ···   .
                                                                                  
                                                             m 2n−1  m 2n−2  ··· m n−1
                        Since the first row of this matrix is identical to one of the subsequent rows, it follows that
                        the determinant is 0; the result follows.
                          In this section, the ideas will be illustrated using the Legendre polynomials; in the
                        following section, other families of orthogonal polynomials will be discussed.
   310   311   312   313   314   315   316   317   318   319   320