Theorem (Lebesgue decomposition): Any probability distribution $F$ can uniquely be decomposed as
\[F = F_\text{D} + F_\text{AC} + F_\text{SC},\]where
- $F_\text{D}$ is the discrete component (i.e., probability is given by a sum of point masses)
- $F_\text{AC}$ is the absolutely continuous component (i.e., probability is given by an integral with respect to a density function)
- $F_\text{AC}$ is the singular continuous component (i.e, it’s neither of the above)
Proof: A First Look at Rigorous Probability Theory, Second Edition (2006), Rosenthal JS. World Scientific.