Integrating Simple Functions
We start our turn from measure in the abstract to applying it to integration, and we start with simple functions. In fact, we start a bit further back than that even; the simple functions are exactly the finite linear combinations of characteristic functions, and so we’ll start there.
Given a measurable set , there’s an obvious way to define the integral of the characteristic function
: the measure
! In fact, if you go back to the “area under the curve” definition of the Riemann integral, this makes sense: the graph of
is a “rectangle” (possibly in many pieces) with one side a line of length
and the other “side” the set
. Since
is our notion of the “size” of
, the “area” will be the product of
and
. And so we define
That is, the integral of the characteristic function with respect to the measure
is
. Of course, this only really makes sense if
.
Now, we’re going to want our integral to be linear, and so given a linear combination we define the integral
Again, this only really makes sense if all the associated to nonzero
have finite measure. When this happens, we call our function
“integrable”.
Since every simple function is a finite linear combination of characteristic functions, we can always use this to define the integral of any simple function. But there might be a problem: what if we have two different representations of a simple function as linear combinations of characteristic functions? Do we always get the same integral?
Well, first off we can always choose an expression for so that the
are disjoint. As an example, say that we write
, where
and
overlap. We can rewrite this as
. If
is integrable, then
and
both have finite measure, and so
is subtractive. Thus we can verify
Thus given any representation the corresponding disjoint representation gives us the same integral.
But what if we have two different disjoint representations and
? Our function can only take a finite number of nonzero values
. We can define
to be the (measurable) set where
takes the value
. For any given
, we can consider all the
so that
. The corresponding sets
must be a disjoint partition of
, and additivity tells us that the sum of these
is equal to
. But the same goes for the
corresponding to values
. And so both our representations give the same integral as
. Everything in sight is linear, so this is all very straightforward.
At the end of the day, the integral of any simple function is well-defined so long as all the preimage
of each nonzero value
has a finite measure. Again, we call these simple functions “integrable”.
[…] Properties of Integrable Simple Functions We want to nail down a few basic properties of integrable simple functions. We define two simple functions and to work […]
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I love your blog. It’s really telling a great story (or many stories).
But that’s a problem…I started following it about a year ago and I want to catch up on what had happened up until then. There’s no easy way to navigate through the older posts (except by tediously looking day by day in the calendar). The ‘Select Category’ list helps a bit but it doesn’t give a useful scan of the development of the story.
Do you have an outline/table of contents of what’s happened so far? Some kind of trail of breadcrumbs to get a feel for the coarser grained subjects being followed. Or just a list of all titles forever?
An outline of where you plan on going from here might be nice (but also might give away too much of the plot).
Unfortunately, I don’t really. Personally, I find the search bar helps when I’m going back to find earlier topics to link back to, but I can recognize relevant posts on the results pages because I wrote them all to begin with.
[…] Properties of Integrals Today we will show more properties of integrals of simple functions. But the neat thing is that they will follow from the last two properties we […]
Pingback by More Properties of Integrals « The Unapologetic Mathematician | May 26, 2010 |
[…] We can use integrals to make a set function out of any integrable function […]
Pingback by Indefinite Integrals « The Unapologetic Mathematician | May 27, 2010 |
[…] L¹ Norm We can now introduce a norm to our space of integrable simple functions, making it into a normed vector space. We […]
Pingback by The L¹ Norm « The Unapologetic Mathematician | May 28, 2010 |
[…] Unlike our recent results, today’s proposition is specifically stated and proved for integrable simple functions, and won’t be generalized […]
Pingback by Indefinite Integrals and Convergence II « The Unapologetic Mathematician | June 1, 2010 |
[…] simple function) to be integrable: a function is integrable if there is a mean Cauchy sequence of integrable simple functions which converges in measure to . We then define the integral of to be the […]
Pingback by Integrable Functions « The Unapologetic Mathematician | June 2, 2010 |
[…] the alternate approach proceeds by defining the integral of a simple function as before, and defining general integrals of non-negative functions by the supremum above. General […]
Pingback by An Alternate Approach to Integration « The Unapologetic Mathematician | June 18, 2010 |
[…] is not integrable, but a.e., there is really only one possibility: there is no upper bound on the integrals of simple functions smaller than . And so in this situation it makes sense to […]
Pingback by Extending the Integral « The Unapologetic Mathematician | June 21, 2010 |