In
mathematics, the support (sometimes topological support or spectrum) of a
measure ''μ'' on a
measurable
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 ...
topological space
In mathematics, a topological space is, roughly speaking, a geometrical space in which closeness is defined but cannot necessarily be measured by a numeric distance. More specifically, a topological space is a set whose elements are called po ...
(''X'', Borel(''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, set ''A'' is a subset of a set ''B'' if all 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 are unequal, then ''A'' is a proper subset o ...
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'' (Gotthard album), 1999
* ''Open'' (Cowboy Junkies album), 2001
* ''Open'' (Y ...
neighbourhood
A neighbourhood (British English, Irish English, Australian English and Canadian English) or neighborhood (American English; American and British English spelling differences, see spelling differences) is a geographically localised community ...
of every point of the
set has positive measure.
Motivation
A (non-negative) measure
on a measurable space
is really a function
. 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
is a subset of the
σ-algebra :
:
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
. What we really want to know is where in the space
the measure
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 ''n''-dimensional Euclidean space. For ''n'' = 1, 2, or 3, it coincides ...
on the
real line
In elementary mathematics, a number line is a picture of a graduated straight line that serves as visual representation of the real numbers. Every point of a number line is assumed to correspond to a real number, and every real number to a po ...
. It seems clear that
"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 ...
at some point
. Again, intuition suggests that the measure
"lives at" the point
, 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
is zero, and take the support to be the remainder
. This might work for the Dirac measure
, but it would definitely not work for
: since the Lebesgue measure of any singleton is zero, this definition would give
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
for all points
, this would make the support of every measure except the zero measure the whole of
.
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 geometrical space in which closeness is defined but cannot necessarily be measured by a numeric distance. More specifically, a topological space is a set whose elements are called po ...
; let B(''T'') denote the
Borel σ-algebra on ''X'', i.e. the smallest sigma algebra on ''X'' that contains all open sets ''U'' ∈ ''T''. Let ''μ'' be a measure on (''X'', B(''T'')). Then the support (or spectrum) of ''μ'' 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'' (Gotthard album), 1999
* ''Open'' (Cowboy Junkies album), 2001
* ''Open'' (Y ...
neighbourhood
A neighbourhood (British English, Irish English, Australian English and Canadian English) or neighborhood (American English; American and British English spelling differences, see spelling differences) is a geographically localised community ...
''N''
''x'' of ''x'' has
positive
Positive is a property of positivity and may refer to:
Mathematics and science
* Positive formula, a logical formula not containing negation
* Positive number, a number that is greater than 0
* Plus sign, the sign "+" used to indicate a posi ...
measure:
:
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'' ∈ 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:
:
Properties
*
* A measure ''μ'' on ''X'' is strictly positive
if and only if
In logic and related fields such as mathematics and philosophy, "if and only if" (shortened as "iff") is a biconditional logical connective between statements, where either both statements are true or both are false.
The connective is bi ...
it has support supp(''μ'') = ''X''. If ''μ'' is strictly positive and ''x'' ∈ ''X'' is arbitrary, then any open neighbourhood of ''x'', since it is an
open set
In mathematics, open sets are a generalization of open intervals in the real line.
In a metric space (a set along with a distance defined between any two points), open sets are the sets that, with every point , contain all points that a ...
, has positive measure; hence, ''x'' ∈ supp(''μ''), so supp(''μ'') = ''X''. Conversely, if supp(''μ'') = ''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, ''μ'' 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 ''μ'' is a
Radon measure
In mathematics (specifically in measure theory), a Radon measure, named after Johann Radon, is a measure on the σ-algebra of Borel sets of a Hausdorff topological space ''X'' that is finite on all compact sets, outer regular on all B ...
, a
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 simi ...
''A'' outside the support has
measure zero
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 ...
:
::
: The converse is true if ''A'' is open, but it is not true in general: it fails if there exists a point ''x'' ∈ supp(''μ'') such that ''μ''() = 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 i ...
''f'' : ''X'' → R or C,
::
* The concept of ''support'' of a measure and that of
spectrum
A spectrum (plural ''spectra'' or ''spectrums'') is a condition that is not limited to a specific set of values but can vary, without gaps, across a continuum. The word was first used scientifically in optics to describe the rainbow of color ...
of a
self-adjoint linear operator on a
Hilbert space
In mathematics, Hilbert spaces (named after David Hilbert) allow generalizing the methods of linear algebra and calculus from (finite-dimensional) Euclidean vector spaces to spaces that may be infinite-dimensional. Hilbert spaces arise natu ...
are closely related. Indeed, if
is a
regular Borel measure on the line
, then the multiplication operator
is self-adjoint on its natural domain
::
:and its spectrum coincides with the
essential range In mathematics, particularly measure theory, the essential range, or the set of essential values, of a function is intuitively the 'non-negligible' range of the function: It does not change between two functions that are equal almost everywhere. ...
of the identity function
, which is precisely the support of
.
[Mathematical methods in Quantum Mechanics with applications to Schrödinger Operators]
Examples
Lebesgue measure
In the case of Lebesgue measure ''λ'' on the real line R, consider an arbitrary point ''x'' ∈ R. Then any open neighbourhood ''N''
''x'' of ''x'' must contain some open
interval (''x'' − ''ε'', ''x'' + ''ε'') for some ''ε'' > 0. This interval has Lebesgue measure 2''ε'' > 0, so ''λ''(''N''
''x'') ≥ 2''ε'' > 0. Since ''x'' ∈ R was arbitrary, supp(''λ'') = R.
Dirac measure
In the case of Dirac measure ''δ''
''p'', let ''x'' ∈ R and consider two cases:
# if ''x'' = ''p'', then every open neighbourhood ''N''
''x'' of ''x'' contains ''p'', so ''δ''
''p''(''N''
''x'') = 1 > 0;
# on the other hand, if ''x'' ≠ ''p'', then there exists a sufficiently small open ball ''B'' around ''x'' that does not contain ''p'', so ''δ''
''p''(''B'') = 0.
We conclude that supp(''δ''
''p'') is the closure of the
singleton set , which is itself.
In fact, a measure ''μ'' on the real line is a Dirac measure ''δ''
''p'' for some point ''p''
if and only if
In logic and related fields such as mathematics and philosophy, "if and only if" (shortened as "iff") is a biconditional logical connective between statements, where either both statements are true or both are false.
The connective is bi ...
the support of ''μ'' 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 expectation of the squared deviation of a random variable from its population mean or sample mean. Variance is a measure of dispersion, meaning it is a measure of how far a set of number ...
rovided that the measure has variance at all
A uniform distribution
Consider the measure ''μ'' on the real line R defined by
:
i.e. a
uniform measure on the open interval (0, 1). A similar argument to the Dirac measure example shows that supp(''μ'') =
, 1 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 ''μ''-measure.
A nontrivial measure whose support is empty
The space of all
countable ordinal
In set theory, an ordinal number, or ordinal, is a generalization of ordinal numerals (first, second, th, etc.) aimed to extend enumeration to infinite sets.
A finite set can be enumerated by successively labeling each element with the lea ...
s 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 ( , ), separated space or T2 space is a topological space where, for any two distinct points, there exist neighbourhoods of each which are disjoint from each other. Of the many ...
. 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.
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 Ω to the previous example: the support of the measure is the single point Ω, which has measure 0.
Signed and complex measures
Suppose that ''μ'' : Σ →
minus;∞, +∞is a
signed measure
In mathematics, signed measure is a generalization of the concept of (positive) measure by allowing the set function to take negative values.
Definition
There are two slightly different concepts of a signed measure, depending on whether or not ...
. Use the
Hahn decomposition theorem
In mathematics, the Hahn decomposition theorem, named after the Austrian mathematician Hans Hahn, states that for any measurable space (X,\Sigma) and any signed measure \mu defined on the \sigma -algebra \Sigma , there exist two \Sigma -m ...
to write
:
where ''μ''
± are both non-negative measures. Then the support of ''μ'' is defined to be
:
Similarly, if ''μ'' : Σ → C is a
complex measure, the support of ''μ'' is defined to be the
union of the supports of its real and imaginary parts.
References
*
* (See chapter 2, section 2.)
* (See chapter 3, section 2)
{{Measure theory
Measures (measure theory)
Measure theory