A class of formal series expansions in derivatives of a distribution which may (but need not) be the normal
distribution function
(1)
|
and moments or other measured parameters. Edgeworth series are known as the Charlier series or Gram-Charlier series. Let be the characteristic
function of the function
, and
its cumulants. Similarly,
let
be the distribution to be approximated,
its characteristic
function, and
its cumulants. By definition, these quantities are connected
by the formal series
(2)
|
(Wallace 1958). Integrating by parts gives as the characteristic
function of
,
so the formal identity corresponds pairwise to the identity
(3)
|
where
is the differential operator. The most important
case
was considered by Chebyshev (1890), Charlier (1905-06), and Edgeworth (1905).
Expanding and collecting terms according to the order of the derivatives gives the so-called Gram-Charlier A-Series, which is identical to the formal expansion of in Hermite polynomials. The A-series
converges for functions
whose tails approach zero faster than
(Cramér 1925, Wallace 1958, Szegö 1975).