Lebesgue Decomposition
As we’ve said before, singularity and absolute continuity are diametrically opposed. And so it’s not entirely surprising that if we have two totally -finite signed measures
and
, then we can break
into two uniquely-defined pieces,
and
, so that
,
, and
. We call such a pair the “Lebesgue decomposition” of
with respect to
.
Since a signed measure is absolutely continuous or singular with respect to if and only if it’s absolutely continuous or singular with respect to
, we may as well assume that
is a measure. And since in both cases
is absolutely continuous or singular with respect to
if and only if
and
both are, we may as well assume that
is also a measure. And, as usual, we can break our measurable space
down into the disjoint union of countably many subspaces on which both
and
are both totally finite. We can assemble the Lebesgue decompositions on a collection such subspaces into the Lebesgue decomposition on the whole, and so we can assume that
and
are totally finite.
Now that we can move on to the proof itself, the core is based on our very first result about absolute continuity: . Thus the Radon-Nikodym theorem tells us that there exists a function
so that
for every measurable set . Since
, we must have
-a.e., and thus
-a.e. as well. Since
Let us define and
. Then we calculate
and thus (by the finiteness of ),
. Defining
and
, then it’s clear that
. We still must prove that
.
If , then we calculate
and, therefore
But
-a.e., which means that we must have
, and thus
.
Now, suppose and
are two Lebesgue decompositions of
with respect to
. Then
. We know that both singularity and absolute continuity pass to sums, so
is singular with respect to
, while
is absolutely continuous with respect to
. But the only way for this to happen is for them both to be zero, and thus
and
.