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Jacob of Serugh

In mathematics, more precisely in measure theory, the Lebesgue decomposition theorem[1] provides a way to decompose a measure into two distinct parts based on their relationship with another measure.

Definition

The theorem states that if is a measurable space and and are σ-finite signed measures on , then there exist two uniquely determined σ-finite signed measures and such that:[2][3]

Refinement

Lebesgue's decomposition theorem can be refined in a number of ways. First, as the Lebesgue-Radon-Nikodym theorem. That is, let be a measure space, a σ-finite positive measure on and a complex measure on .[4]

  • There is a unique pair of complex measures on such that If is positive and finite, then so are and .
  • There is a unique such that

The first assertion follows from the Lebesgue decomposition, the second is known as the Radon-Nikodym theorem. That is, the function is a Radon-Nikodym derivative that can be expressed as

An alternative refinement is that of the decomposition of a regular Borel measure[5][6][7] where

  • is the absolutely continuous part
  • is the singular continuous part
  • is the pure point part (a discrete measure).

The absolutely continuous measures are classified by the Radon–Nikodym theorem, and discrete measures are easily understood. Hence (singular continuous measures aside), Lebesgue decomposition gives a very explicit description of measures. The Cantor measure (the probability measure on the real line whose cumulative distribution function is the Cantor function) is an example of a singular continuous measure.

Lévy–Itō decomposition

The analogous[citation needed] decomposition for a stochastic processes is the Lévy–Itō decomposition: given a Lévy process X, it can be decomposed as a sum of three independent Lévy processes where:

See also

Notes

  1. ^ Hewitt & Stromberg 1965, Chapter V, § 19, (19.42) Lebesgue Decomposition Theorem.
  2. ^ Halmos 1974, Section 32, Theorem C.
  3. ^ Swartz 1994, p. 141.
  4. ^ Rudin 1974, Section 6.9, The Theorem of Lebesgue-Radon-Nikodym.
  5. ^ Hewitt & Stromberg 1965, Chapter V, § 19, (19.61) Theorem.
  6. ^ Reed & Simon 1981, pp. 22–25.
  7. ^ Simon 2005, p. 43.

References

This article incorporates material from Lebesgue decomposition theorem on PlanetMath, which is licensed under the Creative Commons Attribution/Share-Alike License.