In mathematics, two positive (or signed or complex) measures
\mu
\nu
(\Omega,\Sigma)
A,B\in\Sigma
\Omega
\mu
B
\nu
A.
\mu\perp\nu.
A refined form of Lebesgue's decomposition theorem decomposes a singular measure into a singular continuous measure and a discrete measure. See below for examples.
\Rn
Example. A discrete measure.
\delta0
0.
\delta0
λ,
λ
\delta0:
λ(\{0\})=0
\delta0(\{0\})=1;
U
λ(U)>0
\delta0(U)=0.
Example. A singular continuous measure.
The Cantor distribution has a cumulative distribution function 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
\R2.
The upper and lower Fréchet–Hoeffding bounds are singular distributions in two dimensions.