In
mathematics
Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, a vector measure is a
function defined on a
family of sets
In set theory and related branches of mathematics, a family (or collection) can mean, depending upon the context, any of the following: set, indexed set, multiset, or class. A collection F of subsets of a given set S is called a family of su ...
and taking
vector values satisfying certain properties. It is a generalization of the concept of finite
measure, which takes
nonnegative real values only.
Definitions and first consequences
Given a
field of sets and a
Banach space
In mathematics, more specifically in functional analysis, a Banach space (, ) 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 vectors and ...
a finitely additive vector measure (or measure, for short) is a function
such that for any two
disjoint sets
and
in
one has
A vector measure
is called countably additive if for any
sequence
In mathematics, a sequence is an enumerated collection of objects in which repetitions are allowed and order matters. Like a set, it contains members (also called ''elements'', or ''terms''). The number of elements (possibly infinite) is cal ...
of disjoint sets in
such that their union is in
it holds that
with the
series on the right-hand side convergent in the
norm of the Banach space
It can be proved that an additive vector measure
is countably additive if and only if for any sequence
as above one has
where
is the norm on
Countably additive vector measures defined on
sigma-algebras are more general than finite
measures, finite
signed measures, and
complex measures, which are
countably additive functions taking values respectively on the real interval
the set of real numbers, and the set of complex number">real_number.html" ;"title=", \infty), the set of real number">, \infty), the set of real numbers, and the set of complex numbers.
Examples
Consider the field of sets made up of the interval
together with the family
of all Lebesgue measurable sets contained in this interval. For any such set
define
where
is the
indicator function
In mathematics, an indicator function or a characteristic function of a subset of a set is a function that maps elements of the subset to one, and all other elements to zero. That is, if is a subset of some set , then the indicator functio ...
of
Depending on where
is declared to take values, two different outcomes are observed.
*
viewed as a function from
to the
-space is a vector measure which is not countably-additive.
*
viewed as a function from
to the
-space
is a countably-additive vector measure.
Both of these statements follow quite easily from the criterion () stated above.
The variation of a vector measure
Given a vector measure
the variation
of
is defined as
where the
supremum is taken over all the
partitions
of
into a finite number of disjoint sets, for all
in
Here,
is the norm on
The variation of
is a finitely additive function taking values in
It holds that
for any
in
If
is finite, the measure
is said to be of bounded variation. One can prove that if
is a vector measure of bounded variation, then
is countably additive if and only if
is countably additive.
Lyapunov's theorem
In the theory of vector measures, ''
Lyapunov's theorem'' states that the range of a (
non-atomic) finite-dimensional vector measure is
closed and
convex.
[ Kluvánek, I., Knowles, G., ''Vector Measures and Control Systems'', North-Holland Mathematics Studies 20, Amsterdam, 1976.] In fact, the range of a non-atomic vector measure is a
zonoid (the closed and convex set that is the limit of a convergent sequence of
zonotopes).
It is used in
economics
Economics () is a behavioral science that studies the Production (economics), production, distribution (economics), distribution, and Consumption (economics), consumption of goods and services.
Economics focuses on the behaviour and interac ...
,
[ This paper builds on two papers by Aumann: ]
in (
"bang–bang")
control theory
Control theory is a field of control engineering and applied mathematics that deals with the control system, control of dynamical systems in engineered processes and machines. The objective is to develop a model or algorithm governing the applic ...
,
and in
statistical theory.
Lyapunov's theorem has been proved by using the
Shapley–Folkman lemma, which has been viewed as a
discrete analogue of Lyapunov's theorem.
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See also
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References
Bibliography
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Kluvánek, I., Knowles, G, ''Vector Measures and Control Systems'', North-Holland Mathematics Studies 20, Amsterdam, 1976.
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{{Measure theory
Control theory
Functional analysis
Measures (measure theory)