Some apparently reasonable statements do not hold for all elements of the base set of a measurable space. Even so, these statements often hold broadly, in the sense that the measure of the set on which they fail is zero.
This idea allows one to handle statements which fail on a set of measure zero as if they held everywhere. This approach is useful in discussions of convergence and integration.
For this sheet, suppose $(X, \mathcal{A} , \mu )$ is a measure space. Call a set $N \subset X$ negligible if there exists a measurable set $A \in \mathcal{A} $ with $\mu (A) = 0$ and $N \subset A$. In english, there is a measurable set containing $N$ that has measure zero.
The qualification “if there exists a measurable set...” enables one to speak of nonmeasurable negligible sets. Negligible sets need not be measurable.
Given the measure $\mu $, a statement $s$ holds almost
everywhere with respect to $\mu $ if the
set of elements on which the statement fails is
negligible.
In symbols, there exists $A \in \mathcal{A} $
with $\mu (A) = 0$ and
\[
\Set{x \in X}{\neg s(x)} \subset A
\]
A statement which holds “everywhere” holds “almost everywhere” also. With this in mind, we call the almost everywhere sense “weaker” than the everywhere sense.
We abbreviate almost everywhere as “a.e.,” read “almost everywhere”. We say that a statement “holds a.e.” If the measure $\mu $ is not clear from context, we say that the property holds almost everywhere $[\mu ]$ or $\mu $-a.e., read “mu almost everywhere.”
Let $f, g: X \to \R $, not necessarily measurable. Then $f = g$ almost everywhere if the set of points at which the functions disagree is $\mu $-negligible. Similarly, $f \geq g$ almost everywhere if the set of points where $f$ is less than $g$ is $\mu $-negligible.
If $f$ and $g$ were both in fact
$\mathcal{A} $-measurable, then the sets
\[
\Set*{x \in X}{f(x) \neq g(x)}
\text{ and }
\Set*{x \in X}{f(x) < g(x)}
\]
Let $\seqt{f}: X \to R$ for each natural
number $n$ and let $f: X \to R$ be a function.
The sequence $\seq{f}$ converges
to $f$ almost everywhere if
\[
\Set*{x \in X}{\lim_{n} \seqt{f}(x) \text{ does not exist, or
} f(x) \neq \lim_{n} \seqt{f}(x)}
\]