The Generated σ-algebra
Often we know which sets we want to be events — a handful of intervals, say — but that
wish-list is not yet closed under the
σ-algebra
operations. The fix is to add exactly what the axioms force, and nothing more. The result is
the σ-algebra generated by a collection
\mathcal{C}, written \sigma(\mathcal{C}):
the smallest σ-algebra that contains \mathcal{C}.
"Smallest" is meant literally: \sigma(\mathcal{C}) contains
\mathcal{C}, and it sits inside every other σ-algebra that
contains \mathcal{C}. It is the tightest closed collection you can
wrap around your wish-list.
Why a smallest one even exists
It is not obvious there is a single tightest σ-algebra rather than many incomparable ones. The
guarantee comes from one clean fact: an intersection of σ-algebras is a σ-algebra.
If \{\mathcal{F}_i\} are all σ-algebras on
\Omega, then a set lies in
\bigcap_i \mathcal{F}_i exactly when it lies in every
\mathcal{F}_i — and "membership in all of them" survives complements
and countable unions, because each \mathcal{F}_i is closed under them
separately.
So take all the σ-algebras that contain
\mathcal{C} (there is at least one — the power set
2^{\Omega}) and intersect them:
\sigma(\mathcal{C}) \;=\; \bigcap\,\{\, \mathcal{F} : \mathcal{F} \text{ is a σ-algebra and } \mathcal{C} \subseteq \mathcal{F} \,\}.
This intersection still contains \mathcal{C}, is itself a σ-algebra,
and — being an intersection — is contained in each of them. That is precisely "the smallest".
- \sigma(\mathcal{C}) is the smallest σ-algebra containing
\mathcal{C}: \mathcal{C} \subseteq \sigma(\mathcal{C}),
and \sigma(\mathcal{C}) \subseteq \mathcal{F} for every σ-algebra
\mathcal{F} \supseteq \mathcal{C}.
- Monotone: if \mathcal{C} \subseteq \mathcal{D} then
\sigma(\mathcal{C}) \subseteq \sigma(\mathcal{D}).
- Idempotent: \sigma(\sigma(\mathcal{C})) = \sigma(\mathcal{C})
— generating a second time adds nothing.
The smallest example
Generated by a single set A \subseteq \Omega (with
A neither \emptyset nor
\Omega), the axioms force in exactly four sets and then stop:
\sigma(\{A\}) = \{\, \emptyset,\; A,\; A^{c},\; \Omega \,\}.
We must have A; the first axiom adds
\Omega; complements add A^{c} and
\emptyset = \Omega^{c}; and every union of those four lands back
among them — so nothing else is forced.
The headline example lives on the real line: the
Borel σ-algebra
\mathcal{B}(\mathbb{R}) = \sigma(\text{open sets}) is generated by the
open sets
of \mathbb{R}.