The Borel sets and the Lebesgue measurable sets
There is a relationship between the Borel sigma-algebra and the Lebesgue measurable sets (another sigma-algebra).
In short: Every Borel set is Lebesgue measurable, but there are Lebesgue measurable sets that are not Borel. The Lebesgue
Here is exactly how they relate and why we need both.
1. The Borel -Algebra
The Borel
- How it is built: You start with all open intervals (like
or ). Then, you apply the three rules of a -algebra (complements and countable unions). You keep combining, complementing, and unioning these intervals to infinity. - What it contains: The resulting collection,
, contains open sets, closed sets, points, and incredibly complex infinite unions of these. - The philosophy: If a set can be logically constructed by taking limits of standard intervals, it is a Borel set. For almost every practical purpose in probability and statistics, the Borel
-algebra is all you will ever need.
2. The Problem with Borel: The "Dust" of Measure Zero
We define the Lebesgue measure (let's call it
Sometimes, a set has a length of exactly zero. For example, a single point has measure zero. A countable set of points (like all rational numbers) also has a total measure of zero. We can think of these measure-zero sets as mathematical "dust."
Now, logic dictates a basic rule of subsets: If a set has a total length of zero, then any subset of it should also have a length of zero. (If a pile of dust weighs zero pounds, half of that pile must also weigh zero pounds).
Here is where the Borel
3. The Lebesgue Sets: The "Completed" VIP Club
The Lebesgue measurable sets, denoted
To get the Lebesgue
- Take the entire Borel
-algebra . - Find every set that has a measure of
. - Force every single subset of those measure-zero sets into the club, and declare their measure to also be
.
Summary of the Relationship
Mathematically, the relationship is a strict hierarchy:
(Borel): The pure, logically constructed sets built from intervals. (Lebesgue): The Borel sets plus all the subsets of measure-zero dust. (Power Set): Every possible subset. We still cannot measure this whole thing, because the chaotic, paradox-inducing sets (like the Vitali set) live here, outside of both and .
A fun fact about their sizes: Even though the Lebesgue club just looks like the Borel club with some zero-length dust swept into it, that dust is infinitely vast. The number of Borel sets is the same as the number of real numbers (the continuum,