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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 ...
, the support (sometimes topological support or spectrum) of a measure \mu on a measurable
topological space In mathematics, a topological space is, roughly speaking, a Geometry, geometrical space in which Closeness (mathematics), closeness is defined but cannot necessarily be measured by a numeric Distance (mathematics), distance. More specifically, a to ...
(X, \operatorname(X)) is a precise notion of where in the space X the measure "lives". It is defined to be the largest ( closed)
subset In mathematics, a Set (mathematics), set ''A'' is a subset of a set ''B'' if all Element (mathematics), elements of ''A'' are also elements of ''B''; ''B'' is then a superset of ''A''. It is possible for ''A'' and ''B'' to be equal; if they a ...
of X for which every
open Open or OPEN may refer to: Music * Open (band), Australian pop/rock band * The Open (band), English indie rock band * ''Open'' (Blues Image album), 1969 * ''Open'' (Gerd Dudek, Buschi Niebergall, and Edward Vesala album), 1979 * ''Open'' (Go ...
neighbourhood A neighbourhood (Commonwealth English) or neighborhood (American English) is a geographically localized community within a larger town, city, suburb or rural area, sometimes consisting of a single street and the buildings lining it. Neighbourh ...
of every point of the
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 ...
has positive measure.


Motivation

A (non-negative) measure \mu on a measurable space (X, \Sigma) is really a function \mu : \Sigma \to , +\infty Therefore, in terms of the usual
definition A definition is a statement of the meaning of a term (a word, phrase, or other set of symbols). Definitions can be classified into two large categories: intensional definitions (which try to give the sense of a term), and extensional definitio ...
of support, the support of \mu is a subset of the σ-algebra \Sigma: \operatorname (\mu) := \overline, where the overbar denotes set closure. However, this definition is somewhat unsatisfactory: we use the notion of closure, but we do not even have a topology on \Sigma. What we really want to know is where in the space X the measure \mu is non-zero. Consider two examples: #
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 higher dimensional Euclidean '-spaces. For lower dimensions or , it c ...
\lambda on the
real line A number line is a graphical representation of a straight line that serves as spatial representation of numbers, usually graduated like a ruler with a particular origin (geometry), origin point representing the number zero and evenly spaced mark ...
\Reals. It seems clear that \lambda "lives on" the whole of the real line. # A
Dirac measure In mathematics, a Dirac measure assigns a size to a set based solely on whether it contains a fixed element ''x'' or not. It is one way of formalizing the idea of the Dirac delta function, an important tool in physics and other technical fields. ...
\delta_p at some point p \in \Reals. Again, intuition suggests that the measure \delta_p "lives at" the point p, and nowhere else. In light of these two examples, we can reject the following candidate definitions in favour of the one in the next section: # We could remove the points where \mu is zero, and take the support to be the remainder X \setminus \. This might work for the Dirac measure \delta_p, but it would definitely not work for \lambda: since the Lebesgue measure of any singleton is zero, this definition would give \lambda empty support. # By comparison with the notion of strict positivity of measures, we could take the support to be the set of all points with a neighbourhood of positive measure: \ (or the closure of this). It is also too simplistic: by taking N_x = X for all points x \in X, this would make the support of every measure except the zero measure the whole of X. However, the idea of "local strict positivity" is not too far from a workable definition.


Definition

Let (X, T) be a
topological space In mathematics, a topological space is, roughly speaking, a Geometry, geometrical space in which Closeness (mathematics), closeness is defined but cannot necessarily be measured by a numeric Distance (mathematics), distance. More specifically, a to ...
; let B(T) denote the Borel σ-algebra on X, i.e. the smallest sigma algebra on X that contains all open sets U \in T. Let \mu be a measure on (X, B(T)) Then the support (or spectrum) of \mu is defined as the set of all points x in X for which every
open Open or OPEN may refer to: Music * Open (band), Australian pop/rock band * The Open (band), English indie rock band * ''Open'' (Blues Image album), 1969 * ''Open'' (Gerd Dudek, Buschi Niebergall, and Edward Vesala album), 1979 * ''Open'' (Go ...
neighbourhood A neighbourhood (Commonwealth English) or neighborhood (American English) is a geographically localized community within a larger town, city, suburb or rural area, sometimes consisting of a single street and the buildings lining it. Neighbourh ...
N_x of x has positive measure: \operatorname (\mu) := \. Some authors prefer to take the closure of the above set. However, this is not necessary: see "Properties" below. An equivalent definition of support is as the largest C \in B(T) (with respect to inclusion) such that every open set which has non-empty intersection with C has positive measure, i.e. the largest C such that: (\forall U \in T)(U \cap C \neq \varnothing \implies \mu (U \cap C) > 0).


Signed and complex measures

This definition can be extended to signed and complex measures. Suppose that \mu : \Sigma \to \infty, +\infty/math> is a
signed measure In mathematics, a signed measure is a generalization of the concept of (positive) measure by allowing the set function to take negative values, i.e., to acquire sign. Definition There are two slightly different concepts of a signed measure, de ...
. Use the Hahn decomposition theorem to write \mu = \mu^+ - \mu^-, where \mu^\pm are both non-negative measures. Then the support of \mu is defined to be \operatorname (\mu) := \operatorname (\mu^+) \cup \operatorname (\mu^-). Similarly, if \mu : \Sigma \to \Complex is a complex measure, the support of \mu is defined to be the union of the supports of its real and imaginary parts.


Properties

\operatorname (\mu_1 + \mu_2) = \operatorname (\mu_1) \cup \operatorname (\mu_2) holds. A measure \mu on X is strictly positive
if and only if In logic and related fields such as mathematics and philosophy, "if and only if" (often shortened as "iff") is paraphrased by the biconditional, a logical connective between statements. The biconditional is true in two cases, where either bo ...
it has support \operatorname(\mu) = X. If \mu is strictly positive and x \in X is arbitrary, then any open neighbourhood of x, since it is an
open set In mathematics, an open set is a generalization of an Interval (mathematics)#Definitions_and_terminology, open interval in the real line. In a metric space (a Set (mathematics), set with a metric (mathematics), distance defined between every two ...
, has positive measure; hence, x \in \operatorname(\mu), so \operatorname(\mu) = X. Conversely, if \operatorname(\mu) = X, then every non-empty open set (being an open neighbourhood of some point in its interior, which is also a point of the support) has positive measure; hence, \mu is strictly positive. The support of a measure is closed in X,as its complement is the union of the open sets of measure 0. In general the support of a nonzero measure may be empty: see the examples below. However, if X is a Hausdorff topological space and \mu is a
Radon measure In mathematics (specifically in measure theory), a Radon measure, named after Johann Radon, is a measure on the -algebra of Borel sets of a Hausdorff topological space that is finite on all compact sets, outer regular on all Borel sets, and ...
, a Borel set A outside the support has
measure zero In mathematical analysis, a null set is a Lebesgue measurable set of real numbers that has Lebesgue measure, measure zero. This can be characterized as a set that can be Cover (topology), covered by a countable union of Interval (mathematics), ...
: A \subseteq X \setminus \operatorname (\mu) \implies \mu (A) = 0. The converse is true if A is open, but it is not true in general: it fails if there exists a point x \in \operatorname(\mu) such that \mu(\) = 0 (e.g. Lebesgue measure). Thus, one does not need to "integrate outside the support": for any
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 ...
f : X \to \Reals or \Complex, \int_X f(x) \, \mathrm \mu (x) = \int_ f(x) \, \mathrm \mu (x). The concept of ''support'' of a measure and that of
spectrum A spectrum (: spectra or spectrums) is a set of related ideas, objects, or properties whose features overlap such that they blend to form a continuum. The word ''spectrum'' was first used scientifically in optics to describe the rainbow of co ...
of a self-adjoint linear operator on a
Hilbert space In mathematics, a Hilbert space is a real number, real or complex number, complex inner product space that is also a complete metric space with respect to the metric induced by the inner product. It generalizes the notion of Euclidean space. The ...
are closely related. Indeed, if \mu is a regular Borel measure on the line \mathbb, then the multiplication operator (Af)(x) = xf(x) is self-adjoint on its natural domain D(A) = \ and its spectrum coincides with the essential range of the identity function x \mapsto x, which is precisely the support of \mu.


Examples


Lebesgue measure

In the case of Lebesgue measure \lambda on the real line \Reals, consider an arbitrary point x \in \Reals. Then any open neighbourhood N_x of x must contain some open interval (x - \epsilon, x + \epsilon) for some \epsilon > 0. This interval has Lebesgue measure 2 \epsilon > 0, so \lambda(N_x) \geq 2 \epsilon > 0. Since x \in \Reals was arbitrary, \operatorname(\lambda) = \Reals.


Dirac measure

In the case of
Dirac measure In mathematics, a Dirac measure assigns a size to a set based solely on whether it contains a fixed element ''x'' or not. It is one way of formalizing the idea of the Dirac delta function, an important tool in physics and other technical fields. ...
\delta_p, let x \in \Reals and consider two cases: # if x = p, then every open neighbourhood N_x of x contains p, so \delta_p(N_x) = 1 > 0. # on the other hand, if x \neq p, then there exists a sufficiently small open ball B around x that does not contain p, so \delta_p(B) = 0. We conclude that \operatorname(\delta_p) is the closure of the singleton set \, which is \ itself. In fact, a measure \mu on the real line is a Dirac measure \delta_p for some point p
if and only if In logic and related fields such as mathematics and philosophy, "if and only if" (often shortened as "iff") is paraphrased by the biconditional, a logical connective between statements. The biconditional is true in two cases, where either bo ...
the support of \mu is the singleton set \. Consequently, Dirac measure on the real line is the unique measure with zero
variance In probability theory and statistics, variance is the expected value of the squared deviation from the mean of a random variable. The standard deviation (SD) is obtained as the square root of the variance. Variance is a measure of dispersion ...
(provided that the measure has variance at all).


A uniform distribution

Consider the measure \mu on the real line \Reals defined by \mu(A) := \lambda(A \cap (0, 1)) i.e. a uniform measure on the open interval (0, 1). A similar argument to the Dirac measure example shows that \operatorname(\mu) =
, 1 The comma is a punctuation mark that appears in several variants in different languages. Some typefaces render it as a small line, slightly curved or straight, but inclined from the vertical; others give it the appearance of a miniature fille ...
Note that the boundary points 0 and 1 lie in the support: any open set containing 0 (or 1) contains an open interval about 0 (or 1), which must intersect (0, 1), and so must have positive \mu-measure.


A nontrivial measure whose support is empty

The space of all countable ordinals with the topology generated by "open intervals" is a
locally compact In topology and related branches of mathematics, a topological space is called locally compact if, roughly speaking, each small portion of the space looks like a small portion of a compact space. More precisely, it is a topological space in which e ...
Hausdorff space In topology and related branches of mathematics, a Hausdorff space ( , ), T2 space or separated space, is a topological space where distinct points have disjoint neighbourhoods. Of the many separation axioms that can be imposed on a topologi ...
. The measure ("Dieudonné measure") that assigns measure 1 to Borel sets containing an unbounded closed subset and assigns 0 to other Borel sets is a Borel probability measure whose support is empty. Measure theory, Example 7.1.3


A nontrivial measure whose support has measure zero

On a compact Hausdorff space the support of a non-zero measure is always non-empty, but may have measure 0. An example of this is given by adding the first uncountable ordinal \Omega to the previous example: the support of the measure is the single point \Omega, which has measure 0.


References

* * * (See chapter 2, section 2) * (See chapter 3, section 2) {{Measure theory Measures (measure theory) Measure theory