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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 important. It generalizes the idea of one measure being dominated by another in a 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 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 being dominated by another measure. This is formalized by "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.

  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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