σ-finite measure
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In mathematics, a positive (or signed) measure ''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 ...
(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 ...
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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 sigma-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 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 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 (X, \mathcal, \mu) is called a \sigma -finite measure space.


Examples


Lebesgue measure

For example, Lebesgue measure 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 ...
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 languag ...
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 loc ...
s which are σ-compact are σ-finite under the Haar measure. For example, all
connected Connected may refer to: Film and television * ''Connected'' (2008 film), a Hong Kong remake of the American movie ''Cellular'' * '' Connected: An Autoblogography About Love, Death & Technology'', a 2011 documentary film * ''Connected'' (2015 TV ...
, 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 groups 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 th ...
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 set ...
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 ...
''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 as ...
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
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to a probability measure on ''X'': let ''V''''n'', ''n'' ∈ N, be a covering of ''X'' by pairwise disjoint measurable sets of finite ''μ''-measure, and let ''w''''n'', ''n'' ∈ 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 sets as ''μ''.


Related concepts


Moderate measures

A Borel measure (in the sense of a
locally finite measure In mathematics, a locally finite measure is a measure for which every point of the measure space has a neighbourhood of finite measure. Definition Let (X, T) be a Hausdorff topological space and let \Sigma be a \sigma-algebra on X that contains ...
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 o ...
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 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 mo ...
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 additivit ...


References

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