Measures
From this point in, I will define a “set function” as a function whose domain is some collection of subsets
. It’s important to note here that
is not defined on points of the set
, but on subsets of
. For some reason, a lot of people find that confusing at first.
We’re primarily concerned with set functions which take their values in the “extended real numbers” . That is, the value of
is either a real number, or
, or
, with the latter two being greater than all real numbers and less than all real numbers, respectively.
We say that such a set function is “additive” if whenever we have disjoint sets
and
in
with disjoint union
also in
, then we have
Similarly, we say that is finitely additive if for every finite, pairwise disjoint collection
whose union is also in
we have
And we say that is countably additive of for every pairwise-disjoint sequence
of sets in
whose union is also in
, we have
Now we can define a “measure” as an extended real-valued, non-negative, countably additive set function defined on an algebra
, and satisfying
. With this last assumption, we can show that a measure is also finitely additive. Indeed, given a collection
, just define
for
to get a sequence. Then we find
If is a measure on
, we say a set
has finite measure if
. We say that
has “
-finite” measure if there is a sequence of sets
of finite measure (
) so that
. If every set in
has finite (or
-finite) measure, we say that
is finite (or
-finite) on
.
Finally, we say that a measure is “complete” if for every set of measure zero,
also contains all subsets of
. That is, if
,
, and
, then
. At first, this might seem to be more a condition on the algebra
than on the measure
, but it really isn’t. It says that to be complete, a measure can only assign
to a set if all of its subsets are also in
.

This stuff is SO important, and so rarely done well. I’m confident that you can make it delightful.
thanks for these excellent posts, i been trying to teach my self measure theory i’m finding these posts very useful.
looking forward to the rest
[...] I say that any measure on an algebra is both monotone and subtractive. Indeed, since is an algebra, then is guaranteed [...]
Pingback by Monotonicity of Measures « The Unapologetic Mathematician | March 22, 2010 |
[...] I say that a measure is continuous from above and [...]
Pingback by Continuity of Measures « The Unapologetic Mathematician | March 23, 2010 |
[...] as Metric It turns out that a measure turns its domain into a sort of metric space, measuring the “distance” between two [...]
Pingback by Measure as Metric « The Unapologetic Mathematician | March 24, 2010 |
[...] We’re going to want a modification of the notion of a measure. But before we introduce it, we have (of course) a few [...]
Pingback by Outer Measures « The Unapologetic Mathematician | March 25, 2010 |
[...] a Measure to an Outer Measure Let be a measure in a ring (not necessarily an algebra) , and let be the hereditary -ring generated by . For every [...]
Pingback by Extending a Measure to an Outer Measure « The Unapologetic Mathematician | March 26, 2010 |
[...] measure on a hereditary -ring is nice and all, but it’s not what we really want, which is a measure. In particular, it’s subadditive rather than additive. We want to fix this by restricting to [...]
Pingback by Sets Measurable by an Outer Measure I « The Unapologetic Mathematician | March 29, 2010 |
[...] additive. That is, if we define for , then is actually a measure. Even better, it’s a complete [...]
Pingback by Sets Measurable by an Outer Measure II « The Unapologetic Mathematician | March 30, 2010 |
[...] and Induced Measures If we start with a measure on a ring , we can extend it to an outer measure on the hereditary -ring . And then we can [...]
Pingback by Measures and Induced Measures « The Unapologetic Mathematician | March 31, 2010 |
[...] of a Measure At last we can show that the set function we defined on semiclosed intervals is a measure. It’s clearly real-valued and non-negative. We already showed that it’s monotonic, and [...]
Pingback by An Example of a Measure « The Unapologetic Mathematician | April 16, 2010 |
[...] We’ve spent a fair amount of time discussing rings and -rings of sets, and measures as functions on such collections. Now we start considering how these sorts of constructions relate [...]
Pingback by Measurable Spaces, Measure Spaces, and Measurable Functions « The Unapologetic Mathematician | April 26, 2010 |
[...] we don’t particularly care if the set where is false is itself measurable, although if is complete then all -negligible sets will be measurable. This sort of language is so common in measure theory [...]
Pingback by Almost Everywhere « The Unapologetic Mathematician | May 13, 2010 |
[...] If is a.e. non-negative, then will also be non-negative, and so the indefinite integral is a measure. Since is integrable we see [...]
Pingback by Extending the Integral « The Unapologetic Mathematician | June 21, 2010 |
[...] We continue what we started yesterday by extending the notion of a measure. We want something that captures the indefinite integrals of every function for which it’s [...]
Pingback by Signed Measures « The Unapologetic Mathematician | June 22, 2010 |
[...] I say that each of these set functions — , , and — is a measure, and that . If is (totally) finite or -finite, then so are and , and at least one of them will [...]
Pingback by Jordan Decompositions « The Unapologetic Mathematician | June 25, 2010 |
[...] real-valued functions on them. Given a function on a Boolean ring , we say that is additive, or a measure, -finite (on -rings), and so on analogously to the same concepts for set functions. We also say [...]
Pingback by Functions on Boolean Rings and Measure Rings « The Unapologetic Mathematician | August 5, 2010 |