Vague topology explained
In mathematics, particularly in the area of functional analysis and topological vector spaces, the vague topology is an example of the weak-* topology which arises in the study of measures on locally compact Hausdorff spaces.
Let
be a
locally compact Hausdorff space. Let
be the space of complex
Radon measures on
and
denote the dual of
the
Banach space of complex
continuous functions on
vanishing at infinity equipped with the
uniform norm. By the Riesz representation theorem
is
isometric to
The isometry maps a measure
to a
linear functional
The vague topology is the weak-* topology on
The corresponding topology on
induced by the isometry from
is also called the vague topology on
Thus in particular, a sequence of measures
converges vaguely to a measure
whenever for all test functions
\intXfd\mun\to\intXfd\mu.
It is also not uncommon to define the vague topology by duality with continuous functions having compact support
that is, a sequence of measures
converges vaguely to a measure
whenever the above convergence holds for all test functions
This construction gives rise to a different topology. In particular, the topology defined by duality with
can be metrizable whereas the topology defined by duality with
is not.
One application of this is to probability theory: for example, the central limit theorem is essentially a statement that if
are the
probability measures for certain sums of independent random variables, then
converge weakly (and then vaguely) to a
normal distribution, that is, the measure
is "approximately normal" for large
References
- .
- G. B. Folland, Real Analysis: Modern Techniques and Their Applications, 2nd ed, John Wiley & Sons, Inc., 1999.