Σ-finite Measure
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In
mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, a positive (or signed)
measure Measure may refer to: * Measurement, the assignment of a number to a characteristic of an object or event Law * Ballot measure, proposed legislation in the United States * Church of England Measure, legislation of the Church of England * Mea ...
''μ'' defined on a ''σ''-algebra Σ of subsets of a
set Set, The Set, SET or SETS may refer to: Science, technology, and mathematics Mathematics *Set (mathematics), a collection of elements *Category of sets, the category whose objects and morphisms are sets and total functions, respectively Electro ...
''X'' is called a finite measure if ''μ''(''X'') is a finite
real number In mathematics, a real number is a number that can be used to measure a ''continuous'' one-dimensional quantity such as a distance, duration or temperature. Here, ''continuous'' means that values can have arbitrarily small variations. Every real ...
(rather than ∞), and a set ''A'' in Σ is of finite measure if ''μ''(''A'') < ∞''.'' The measure ''μ'' is called σ-finite if ''X'' is a
countable In mathematics, a set is countable if either it is finite or it can be made in one to one correspondence with the set of natural numbers. Equivalently, a set is ''countable'' if there exists an injective function from it into the natural numbers; ...
union Union commonly refers to: * Trade union, an organization of workers * Union (set theory), in mathematics, a fundamental operation on sets Union may also refer to: Arts and entertainment Music * Union (band), an American rock group ** ''Un ...
of measurable sets with finite measure. A set in a measure space is said to have ''σ''-finite measure if it is a countable union of measurable sets with finite measure. A measure being σ-finite is a weaker condition than being finite, i.e. all finite measures are σ-finite but there are (many) σ-finite measures that are not finite. A different but related notion that should not be confused with σ-finiteness is s-finiteness.


Definition

Let (X, \mathcal) be a
measurable space In mathematics, a measurable space or Borel space is a basic object in measure theory. It consists of a set and a σ-algebra, which defines the subsets that will be measured. Definition Consider a set X and a σ-algebra \mathcal A on X. Then the ...
and \mu a
measure Measure may refer to: * Measurement, the assignment of a number to a characteristic of an object or event Law * Ballot measure, proposed legislation in the United States * Church of England Measure, legislation of the Church of England * Mea ...
on it. The measure \mu is called a σ-finite measure, if it satisfies one of the four following equivalent criteria: # the set X can be covered with at most
countably many In mathematics, a set is countable if either it is finite or it can be made in one to one correspondence with the set of natural numbers. Equivalently, a set is ''countable'' if there exists an injective function from it into the natural number ...
measurable set In mathematics, the concept of a measure is a generalization and formalization of geometrical measures (length, area, volume) and other common notions, such as mass and probability of events. These seemingly distinct concepts have many simila ...
s with finite measure. This means that there are sets A_1, A_2, \ldots \in \mathcal A with \mu\left(A_n\right) < \infty for all n \in \N that satisfy \bigcup_ A_n = X . # the set X can be covered with at most countably many measurable
disjoint set In mathematics, two sets are said to be disjoint sets if they have no element in common. Equivalently, two disjoint sets are sets whose intersection is the empty set.. For example, and are ''disjoint sets,'' while and are not disjoint. A c ...
s with finite measure. This means that there are sets B_1, B_2, \ldots \in \mathcal A with \mu\left(B_n\right)< \infty for all n \in \N and B_i \cap B_j = \varnothing for i \neq j that satisfy \bigcup_ B_n = X . # the set X can be covered with a monotone sequence of measurable sets with finite measure. This means that there are sets C_1, C_2, \ldots \in \mathcal with C_1 \subset C_2 \subset \cdots and \mu\left(C_n\right) < \infty for all n \in \N that satisfy \bigcup_ C_n = X . # there exists a strictly positive
measurable function In mathematics and in particular measure theory, a measurable function is a function between the underlying sets of two measurable spaces that preserves the structure of the spaces: the preimage of any measurable set is measurable. This is in di ...
f whose integral is finite. This means that f(x) > 0 for all x \in X and \int f(x) \mu(\mathrmx)<\infty . If \mu is a \sigma-finite measure, the
measure space A measure space is a basic object of measure theory, a branch of mathematics that studies generalized notions of volumes. It contains an underlying set, the subsets of this set that are feasible for measuring (the -algebra) and the method that i ...
(X, \mathcal, \mu) is called a \sigma -finite measure space.


Examples


Lebesgue measure

For example,
Lebesgue measure In measure theory, a branch of mathematics, the Lebesgue measure, named after French mathematician Henri Lebesgue, is the standard way of assigning a measure to subsets of ''n''-dimensional Euclidean space. For ''n'' = 1, 2, or 3, it coincides wit ...
on the
real number In mathematics, a real number is a number that can be used to measure a ''continuous'' one-dimensional quantity such as a distance, duration or temperature. Here, ''continuous'' means that values can have arbitrarily small variations. Every real ...
s is not finite, but it is σ-finite. Indeed, consider the intervals for all
integer An integer is the number zero (), a positive natural number (, , , etc.) or a negative integer with a minus sign (−1, −2, −3, etc.). The negative numbers are the additive inverses of the corresponding positive numbers. In the language ...
s ; there are countably many such intervals, each has measure 1, and their union is the entire real line.


Counting measure

Alternatively, consider the real numbers with the
counting measure In mathematics, specifically measure theory, the counting measure is an intuitive way to put a measure on any set – the "size" of a subset is taken to be the number of elements in the subset if the subset has finitely many elements, and infinity ...
; the measure of any finite set is the number of elements in the set, and the measure of any infinite set is infinity. This measure is not ''σ''-finite, because every set with finite measure contains only finitely many points, and it would take uncountably many such sets to cover the entire real line. But, the set of natural numbers \mathbb N with the
counting measure In mathematics, specifically measure theory, the counting measure is an intuitive way to put a measure on any set – the "size" of a subset is taken to be the number of elements in the subset if the subset has finitely many elements, and infinity ...
is ''σ'' -finite.


Locally compact groups

Locally compact group In mathematics, a locally compact group is a topological group ''G'' for which the underlying topology is locally compact and Hausdorff. Locally compact groups are important because many examples of groups that arise throughout mathematics are lo ...
s which are σ-compact are σ-finite under the
Haar measure In mathematical analysis, the Haar measure assigns an "invariant volume" to subsets of locally compact topological groups, consequently defining an integral for functions on those groups. This measure was introduced by Alfréd Haar in 1933, though ...
. For example, all
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, locally compact groups ''G'' are σ-compact. To see this, let ''V'' be a relatively compact, symmetric (that is ''V'' = ''V''−1) open neighborhood of the identity. Then : H = \bigcup_ V^n is an open subgroup of ''G''. Therefore ''H'' is also closed since its complement is a union of open sets and by connectivity of ''G'', must be ''G'' itself. Thus all connected
Lie group In mathematics, a Lie group (pronounced ) is a group that is also a differentiable manifold. A manifold is a space that locally resembles Euclidean space, whereas groups define the abstract concept of a binary operation along with the additio ...
s are σ-finite under Haar measure.


Nonexamples

Any non-trivial measure taking only the two values 0 and \infty is clearly non σ-finite. One example in \R is: for all A \subset \R, \mu(A) = \infty if and only if A is not empty; another one is: for all A \subset \R, \mu(A) = \infty if and only if A is uncountable, 0 otherwise. Incidentally, both are translation-invariant.


Properties

The class of σ-finite measures has some very convenient properties; σ-finiteness can be compared in this respect to separability of topological spaces. Some theorems in analysis require σ-finiteness as a hypothesis. Usually, both the
Radon–Nikodym theorem In mathematics, the Radon–Nikodym theorem is a result in measure theory that expresses the relationship between two measures defined on the same measurable space. A ''measure'' is a set function that assigns a consistent magnitude to the measurab ...
and
Fubini's theorem In mathematical analysis Fubini's theorem is a result that gives conditions under which it is possible to compute a double integral by using an iterated integral, introduced by Guido Fubini in 1907. One may switch the order of integration if the ...
are stated under an assumption of σ-finiteness on the measures involved. However, as shown in Segal's paper "Equivalences of measure spaces" ('' Am. J. Math.'' 73, 275 (1953)) they require only a weaker condition, namely ''localisability''. Though measures which are not ''σ''-finite are sometimes regarded as pathological, they do in fact occur quite naturally. For instance, if ''X'' 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 settin ...
of
Hausdorff dimension In mathematics, Hausdorff dimension is a measure of ''roughness'', or more specifically, fractal dimension, that was first introduced in 1918 by mathematician Felix Hausdorff. For instance, the Hausdorff dimension of a single point is zero, of a ...
''r'', then all lower-dimensional
Hausdorff measure In mathematics, Hausdorff measure is a generalization of the traditional notions of area and volume to non-integer dimensions, specifically fractals and their Hausdorff dimensions. It is a type of outer measure, named for Felix Hausdorff, that ass ...
s are non-σ-finite if considered as measures on ''X''.


Equivalence to a probability measure

Any σ-finite measure ''μ'' on a space ''X'' is
equivalent Equivalence or Equivalent may refer to: Arts and entertainment *Album-equivalent unit, a measurement unit in the music industry * Equivalence class (music) *'' Equivalent VIII'', or ''The Bricks'', a minimalist sculpture by Carl Andre *''Equiva ...
to a
probability measure In mathematics, a probability measure is a real-valued function defined on a set of events in a probability space that satisfies measure properties such as ''countable additivity''. The difference between a probability measure and the more gener ...
on ''X'': let ''V''''n'', ''n'' âˆˆ N, be a covering of ''X'' by pairwise disjoint measurable sets of finite ''μ''-measure, and let ''w''''n'', ''n'' âˆˆ N, be a sequence of positive numbers (weights) such that :\sum_^\infty w_n = 1. The measure ''ν'' defined by :\nu(A) = \sum_^\infty w_n \frac is then a probability measure on ''X'' with precisely the same
null set In mathematical analysis, a null set N \subset \mathbb is a measurable set that has measure zero. This can be characterized as a set that can be covered by a countable union of intervals of arbitrarily small total length. The notion of null s ...
s as ''μ''.


Related concepts


Moderate measures

A
Borel measure In mathematics, specifically in measure theory, a Borel measure on a topological space is a measure that is defined on all open sets (and thus on all Borel sets). Some authors require additional restrictions on the measure, as described below. F ...
(in the sense of a
locally finite measure In mathematics, a locally finite measure is a Measure (mathematics), measure for which every point of the measure space has a Neighbourhood (mathematics), neighbourhood of Finite set, finite measure. Definition Let (X, T) be a Hausdorff space, Hau ...
on the Borel \sigma-algebra) \mu is called a moderate measure iff there are at most countably many open sets A_1, A_2, \ldots with \mu\left(A_i\right) < \infty for all i and \bigcup_^\infty A_i = X. Every moderate measure is a \sigma -finite measure, the converse is not true.


Decomposable measures

A measure is called a
decomposable measure In mathematics, a decomposable measure (also known as a strictly localizable measure) is a measure that is a disjoint union of finite measures. This is a generalization of σ-finite measures, which are the same as those that are a disjoint union of ...
there are disjoint measurable sets \left(A_i\right)_ with \mu\left(A_i\right) < \infty for all i \in I and \bigcup_ A_i = X . Note that for decomposable measures, there is no restriction on the number of measurable sets with finite measure. Every \sigma -finite measure is a decomposable measure, the converse is not true.


s-finite measures

A measure \mu is called a
s-finite measure In measure theory, a branch of mathematics that studies generalized notions of volumes, an s-finite measure is a special type of measure. An s-finite measure is more general than a finite measure, but allows one to generalize certain proofs for ...
if it is the sum of at most countably many
finite measure 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 mor ...
s. Every σ-finite measure is s-finite, the converse is not true. For a proof and counterexample see s-finite measure#Relation to σ-finite measures.


See also

*
Sigma additivity In mathematics, an additive set function is a function mapping sets to numbers, with the property that its value on a union of two disjoint sets equals the sum of its values on these sets, namely, \mu(A \cup B) = \mu(A) + \mu(B). If this additivity ...


References

{{DEFAULTSORT:Sigma finite measure Measures (measure theory)