In
mathematics, two positive (or
signed or
complex) measures
and
defined on a
measurable space are called singular if there exist two disjoint measurable sets
whose
union is
such that
is zero on all measurable subsets of
while
is zero on all measurable subsets of
This is denoted by
A refined form of
Lebesgue's decomposition theorem decomposes a singular measure into a singular continuous measure and a
discrete measure
In mathematics, more precisely in measure theory, a measure on the real line is called a discrete measure (in respect to the Lebesgue measure) if it is concentrated on an at most countable set. The support need not be a discrete set. Geome ...
. See below for examples.
Examples on R''n''
As a particular case, a measure defined on the
Euclidean space
Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, that is, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are Euclidean sp ...
is called ''singular'', if it is singular with respect to the
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 this space. For example, the
Dirac delta function is a singular measure.
Example. A
discrete measure
In mathematics, more precisely in measure theory, a measure on the real line is called a discrete measure (in respect to the Lebesgue measure) if it is concentrated on an at most countable set. The support need not be a discrete set. Geome ...
.
The
Heaviside step function
The Heaviside step function, or the unit step function, usually denoted by or (but sometimes , or ), is a step function, named after Oliver Heaviside (1850–1925), the value of which is zero for negative arguments and one for positive argume ...
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 ...
,
has the
Dirac delta distribution as its
distributional derivative. This is a measure on the real line, a "
point mass" at
However, the
Dirac measure is not absolutely continuous with respect to Lebesgue measure
nor is
absolutely continuous with respect to
but
if
is any
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 ...
not containing 0, then
but
Example. A singular continuous measure.
The
Cantor distribution
The Cantor distribution is the probability distribution whose cumulative distribution function is the Cantor function.
This distribution has neither a probability density function nor a probability mass function, since although its cumulative ...
has a
cumulative distribution function
In probability theory and statistics, the cumulative distribution function (CDF) of a real-valued random variable X, or just distribution function of X, evaluated at x, is the probability that X will take a value less than or equal to x.
Ev ...
that is continuous but not
absolutely continuous, and indeed its absolutely continuous part is zero: it is singular continuous.
Example. A singular continuous measure on
The upper and lower
Fréchet–Hoeffding bounds are singular distributions in two dimensions.
See also
*
*
*
References
* Eric W Weisstein, ''CRC Concise Encyclopedia of Mathematics'', CRC Press, 2002. .
* J Taylor, ''An Introduction to Measure and Probability'', Springer, 1996. .
{{PlanetMath attribution, id=4002, title=singular measure
Integral calculus
Measures (measure theory)