Another standard property of exponential families gives new processes by
taking limits. Let
be a direction in the parameter space such
that
for all
and for
all s ;SPMgt; 0. Then
is called a direction of recession
of
(Rockafellar, 1970, p. 61). If
is closed, then
is a direction of recession if there exists even one
such that
for all s ;SPMgt; 0
(Rockafellar, 1970, Theorem 8.3). For any direction
, let
be the essential supremum of the natural statistic t(X),
that is the infimum of all real numbers r such that
(since the distributions in the family are
absolutely continuous with respect to each other, any
can be used here). If
is finite, let
Define normalized densities and measures by (1.14) and
(1.15)
with
and if
define
Then
is a density with respect to
of the conditional probability measure
. (By
definition of essential supremum and continuity of measure, the
set where
is
has
-measure zero.)
This proposition follows from Barndorff-Nielsen (1978), p. 105.