In
measure theory, a branch of
mathematics, a finite measure or totally finite measure
is a special
measure that always takes on finite values. Among finite measures are
probability measures. The finite measures are often easier to handle than more general measures and show a variety of different properties depending on the
sets they are defined on.
Definition
A
measure on
measurable space is called a finite measure iff it satisfies
:
By the monotonicity of measures, this implies
:
If
is a finite measure, the
measure space is called a finite measure space or a totally finite measure space.
Properties
General case
For any measurable space, the finite measures form a
convex cone in the
Banach space
In mathematics, more specifically in functional analysis, a Banach space (pronounced ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between ve ...
of
signed measures with the
total variation norm. Important subsets of the finite measures are the sub-probability measures, which form a
convex subset
In geometry, a subset of a Euclidean space, or more generally an affine space over the reals, is convex if, given any two points in the subset, the subset contains the whole line segment that joins them. Equivalently, a convex set or a conve ...
, and the probability measures, which are the intersection of the
unit sphere
In mathematics, a unit sphere is simply a sphere of radius one around a given center. More generally, it is the set of points of distance 1 from a fixed central point, where different norms can be used as general notions of "distance". A u ...
in the normed space of signed measures and the finite measures.
Topological spaces
If
is a
Hausdorff space and
contains the
Borel -algebra then every finite measure is also a
locally finite Borel measure.
Metric spaces
If
is a
metric space
In mathematics, a metric space is a set together with a notion of '' distance'' between its elements, usually called points. The distance is measured by a function called a metric or distance function. Metric spaces are the most general sett ...
and the
is again the Borel
-algebra, the
weak convergence of measures can be defined. The corresponding topology is called weak topology and is the
initial topology of all bounded continuous functions on
. The weak topology corresponds to the
weak* topology in functional analysis. If
is also
separable, the weak convergence is metricized by the
Lévy–Prokhorov metric.
Polish spaces
If
is a
Polish space and
is the Borel
-algebra, then every finite measure is a
regular measure and therefore a
Radon measure.
If
is Polish, then the set of all finite measures with the weak topology is Polish too.
References
{{mathanalysis-stub
Measures (measure theory)