next previous
Up: Expansions for nearly Gaussian


Appendix B: Applications of the Lemma

 If we apply lemma (30) to Chebyshev-Hermite polynomials in (7), we get g(x)=-x2/2 for $f=\exp$, so that only the terms with m=1 and m=2 are non-zero in the product in (30), and we only need non-negative integers $\{k_1, k_2\}$ as the solutions for k1+2k2=n. Thus for each $k\equiv k_2$ running from to [n/2] (entier of n/2) we have k1=n-2k and r=n-k. Finally, we have from (30) that
   \begin{eqnarray}
\lefteqn{ {{\rm d}^n \over {\rm d}x^n}\exp(-x^2/2) = 
 n! \sum_...
 ...n-2k}
 \ {1 \over k!}
 \left({1 \over 2!} (-1)\right)^{k} \; , }
 \end{eqnarray}
(B1)
and the explicit expression (13) follows immediately from Rodrigues' formula (7).

Among other consequences of (30) is the relation (32) between cumulants $\kappa_n$ and moments $\alpha_k$ of a PDF. From the definition (29) we obtain this relation by simply applying (30) to the case of $f\equiv \ln$ and $g\equiv\Phi$. Since $f^{(r)}(y)\vert _{y=g(t)}=(-1)^{r-1}(r-1)!/\Phi^r\vert _{t=0}=(-1)^{r-1}(r-1)!$, we find that
   \begin{eqnarray}
\lefteqn{ \kappa_n = {1\over i^n}
 {{\rm d}^n \over {\rm d}t^n}...
 ...!}
 \left({1 \over m!} \Phi^{(m)}\vert _{t=0}\right)^{k_m} \; .}
 \end{eqnarray}
(B2)
Thus, from (26),  
 \begin{displaymath}
\kappa_n =
 {n!\over i^n} \sum_{\{k_m\}}(-1)^{r-1}(r-1)!
 \p...
 ..._m} \over k_m!}
 \left({\alpha_m \over m!} \right)^{k_m} \; ,
 \end{displaymath} (B3)
which is equivalent to (32). Here the sum extends over all non-negative integers $\{k_m\}$satisfying (31) and r=k1+k2+ ... +kn .


next previous
Up: Expansions for nearly Gaussian

Copyright The European Southern Observatory (ESO)