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AbsolutelyContinuousMeasure

Stephen Crowley edited this page Aug 25, 2023 · 8 revisions

Absolutely Continuous Measure

In measure theory, a branch of mathematics that studies sets, functions, and especially integrals, the concept of "absolutely continuous measure" is an important one. It generalizes the idea of one measure being "dominated" by another in a very strong way.

Let $\mu$ and $\nu$ be two measures defined on a measurable space $(X, \mathcal{F})$, where $X$ is the set and $\mathcal{F}$ is a σ-algebra on $X$.

We say that $\mu$ is absolutely continuous with respect to $\nu$, denoted $\mu \ll \nu$, if for every set $A \in \mathcal{F}$ such that $\nu(A) = 0$, we also have $\mu(A) = 0$.

In other words, $\mu$ is absolutely continuous with respect to $\nu$ if $\mu$ "ignores" all the sets that $\nu$ considers to be "negligible" (i.e., sets of measure zero).

Properties and Implications

  1. Radon-Nikodym Theorem: One of the most important results concerning absolutely continuous measures is the Radon-Nikodym theorem. It states that if $\mu$ is absolutely continuous with respect to $\nu$, then there exists a measurable function $f: X \to [0, \infty)$ such that for every measurable set $A$, $\mu(A) = \int_A f , d\nu$.

  2. Comparison to Other Types of Dominance: The concept of absolute continuity is stronger than that of being "dominated" by another measure, which is formalized by the concept of "absolute continuity" being a stronger condition than "mutual singularity."

  3. Change of Variables in Integration: In calculus, the concept of absolute continuity for measures generalizes the idea of a change of variables in integration.

  4. Applications: Absolutely continuous measures have applications in various fields of mathematics and its applications, including probability theory, statistics, functional analysis, and ergodic theory, among others.

  5. Transitivity: If $\mu \ll \nu$ and $\nu \ll \lambda$, then $\mu \ll \lambda$.

  6. Uniqueness: If $\mu \ll \nu$ and $\mu$ is a finite measure, then the Radon-Nikodym derivative $f$ is unique up to a $\nu$-null set.

Understanding the concept of absolute continuity for measures can be crucial for many advanced topics in mathematics and its applications.

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