If X is a random variable, the moments s n and cumulants (same as the Ursell functions) u n are functions of X related by the exponential formula :
E
(
exp
(
z
X
)
)
=
∑
n
s
n
z
n
n
!
=
exp
(
∑
n
u
n
z
n
n
!
)
{\displaystyle \operatorname {E} (\exp(zX))=\sum _{n}s_{n}{\frac {z^{n}}{n!}}=\exp \left(\sum _{n}u_{n}{\frac {z^{n}}{n!}}\right)}
(where
E
{\displaystyle \operatorname {E} }
is the expectation ).
The Ursell functions for multivariate random variables are defined analogously to the above, and in the same way as multivariate cumulants.[ 1]
u
n
(
X
1
,
…
,
X
n
)
=
∂
∂
z
1
⋯
∂
∂
z
n
log
E
(
exp
∑
z
i
X
i
)
|
z
i
=
0
{\displaystyle u_{n}\left(X_{1},\ldots ,X_{n}\right)=\left.{\frac {\partial }{\partial z_{1}}}\cdots {\frac {\partial }{\partial z_{n}}}\log \operatorname {E} \left(\exp \sum z_{i}X_{i}\right)\right|_{z_{i}=0}}
The Ursell functions of a single random variable X are obtained from these by setting X = X 1 = … = X n .
The first few are given by
u
1
(
X
1
)
=
E
(
X
1
)
u
2
(
X
1
,
X
2
)
=
E
(
X
1
X
2
)
−
E
(
X
1
)
E
(
X
2
)
u
3
(
X
1
,
X
2
,
X
3
)
=
E
(
X
1
X
2
X
3
)
−
E
(
X
1
)
E
(
X
2
X
3
)
−
E
(
X
2
)
E
(
X
3
X
1
)
−
E
(
X
3
)
E
(
X
1
X
2
)
+
2
E
(
X
1
)
E
(
X
2
)
E
(
X
3
)
u
4
(
X
1
,
X
2
,
X
3
,
X
4
)
=
E
(
X
1
X
2
X
3
X
4
)
−
E
(
X
1
)
E
(
X
2
X
3
X
4
)
−
E
(
X
2
)
E
(
X
1
X
3
X
4
)
−
E
(
X
3
)
E
(
X
1
X
2
X
4
)
−
E
(
X
4
)
E
(
X
1
X
2
X
3
)
−
E
(
X
1
X
2
)
E
(
X
3
X
4
)
−
E
(
X
1
X
3
)
E
(
X
2
X
4
)
−
E
(
X
1
X
4
)
E
(
X
2
X
3
)
+
2
E
(
X
1
X
2
)
E
(
X
3
)
E
(
X
4
)
+
2
E
(
X
1
X
3
)
E
(
X
2
)
E
(
X
4
)
+
2
E
(
X
1
X
4
)
E
(
X
2
)
E
(
X
3
)
+
2
E
(
X
2
X
3
)
E
(
X
1
)
E
(
X
4
)
+
2
E
(
X
2
X
4
)
E
(
X
1
)
E
(
X
3
)
+
2
E
(
X
3
X
4
)
E
(
X
1
)
E
(
X
2
)
−
6
E
(
X
1
)
E
(
X
2
)
E
(
X
3
)
E
(
X
4
)
{\displaystyle {\begin{aligned}u_{1}(X_{1})={}&\operatorname {E} (X_{1})\\u_{2}(X_{1},X_{2})={}&\operatorname {E} (X_{1}X_{2})-\operatorname {E} (X_{1})\operatorname {E} (X_{2})\\u_{3}(X_{1},X_{2},X_{3})={}&\operatorname {E} (X_{1}X_{2}X_{3})-\operatorname {E} (X_{1})\operatorname {E} (X_{2}X_{3})-\operatorname {E} (X_{2})\operatorname {E} (X_{3}X_{1})-\operatorname {E} (X_{3})\operatorname {E} (X_{1}X_{2})+2\operatorname {E} (X_{1})\operatorname {E} (X_{2})\operatorname {E} (X_{3})\\u_{4}\left(X_{1},X_{2},X_{3},X_{4}\right)={}&\operatorname {E} (X_{1}X_{2}X_{3}X_{4})-\operatorname {E} (X_{1})\operatorname {E} (X_{2}X_{3}X_{4})-\operatorname {E} (X_{2})\operatorname {E} (X_{1}X_{3}X_{4})-\operatorname {E} (X_{3})\operatorname {E} (X_{1}X_{2}X_{4})-\operatorname {E} (X_{4})\operatorname {E} (X_{1}X_{2}X_{3})\\&-\operatorname {E} (X_{1}X_{2})\operatorname {E} (X_{3}X_{4})-\operatorname {E} (X_{1}X_{3})\operatorname {E} (X_{2}X_{4})-\operatorname {E} (X_{1}X_{4})\operatorname {E} (X_{2}X_{3})\\&+2\operatorname {E} (X_{1}X_{2})\operatorname {E} (X_{3})\operatorname {E} (X_{4})+2\operatorname {E} (X_{1}X_{3})\operatorname {E} (X_{2})\operatorname {E} (X_{4})+2\operatorname {E} (X_{1}X_{4})\operatorname {E} (X_{2})\operatorname {E} (X_{3})+2\operatorname {E} (X_{2}X_{3})\operatorname {E} (X_{1})\operatorname {E} (X_{4})\\&+2\operatorname {E} (X_{2}X_{4})\operatorname {E} (X_{1})\operatorname {E} (X_{3})+2\operatorname {E} (X_{3}X_{4})\operatorname {E} (X_{1})\operatorname {E} (X_{2})-6\operatorname {E} (X_{1})\operatorname {E} (X_{2})\operatorname {E} (X_{3})\operatorname {E} (X_{4})\end{aligned}}}
Percus (1975) showed that the Ursell functions, considered as multilinear functions of several random variables, are uniquely determined up to a constant by the fact that they vanish whenever the variables X i can be divided into two nonempty independent sets.
Glimm, James ; Jaffe, Arthur (1987), Quantum physics (2nd ed.), Berlin, New York: Springer-Verlag , ISBN 978-0-387-96476-8 , MR 0887102
Percus, J. K. (1975), "Correlation inequalities for Ising spin lattices" (PDF) , Comm. Math. Phys. , 40 (3): 283–308, Bibcode :1975CMaPh..40..283P , doi :10.1007/bf01610004 , MR 0378683 , S2CID 120940116
Ursell, H. D. (1927), "The evaluation of Gibbs phase-integral for imperfect gases", Proc. Cambridge Philos. Soc. , 23 (6): 685–697, Bibcode :1927PCPS...23..685U , doi :10.1017/S0305004100011191 , S2CID 123023251