Here is where my real analysis textbook explains what it means for something to generate a $\sigma$-algebra, and subsequently what a Borel $\sigma$-algebra is. I couldn't really follow what it was saying.
Lemma 2.7. If $A_\alpha$ is a $\sigma$-algebra for each $\alpha$ in some non-empty index set $I$, then $\cap_{\alpha \in I} \mathcal{A}_\alpha$ is a $\sigma$-algebra.
Proof. This follows immediately from the definition.$$\tag*{$\square$}$$If we have a collection $\mathcal{C}$ of subsets of $X$, define$$\sigma(\mathcal{C}) = \cap\{\mathcal{A}_\alpha : \mathcal{A}_\alpha \text{ is a }\sigma\text{-algebra, }\mathcal{C} \subset \mathcal{A}_\alpha\},$$the intersection of all $\sigma$-algebras containing $\mathcal{C}$. Since there is at least one $\sigma$-algebra containing $\mathcal{C}$, namely, the one consisting of all subsets of $X$, we are never taking the intersection over an empty class of $\sigma$-algebras. In view of Lemma 2.7, $\sigma(\mathcal{C})$ is a $\sigma$-algebra. We call $\sigma(\mathcal{C})$ the $\sigma$-algebra generated by the collection $\mathcal{C}$, or say that $\mathcal{C}$ generates the $\sigma$-algebra $\sigma(\mathcal{C})$. it is clear that if $\mathcal{C}_1 \subset \mathcal{C}_2$, then $\sigma(\mathcal{C}_1) \subset \sigma(\mathcal{C}_2)$. since $\sigma(\mathcal{C})$ is a $\sigma$-algebra, then $\sigma(\sigma(\mathcal{C})) = \sigma(\mathcal{C})$.
If $X$ has some additional structure, say, it is a metric space, then we can talk about open sets. If $\mathcal{G}$ is the collection of open subsets of $X$, then we call $\sigma(\mathcal{G})$ the Borel $\sigma$-algebra on $X$, and this is often denoted $\mathcal{B}$. Elements of $\mathcal{B}$ are called Borel sets and are said to be Borel measurable. We will see later that when $X$ is the real line $\mathcal{B}$ is not equal to the collection of all subsets of $X$.
My questions are as follows.
- I get quite confused/muddled when we consider a set of $\sigma$-algebras, i.e. a set of sets of subsets of a set, as per somewhere in the above. Can anyone tell me how they their thinking clear when playing with these things?
- Could anybody explain to me how they think about $\sigma$-algebras generated by a collection?
- Why are Borel $\sigma$-algebras important, i.e. why should we care specifically about the $\sigma$-algebra generated by the collection of open subsets of $X$? .
The intersection does have a few levels. $\mathcal{A}_I = \bigcap_{\alpha \in I} \mathcal{A}_\alpha$ is an intersection of $\sigma$-algebras and each $\sigma$-algebra is a collection of sets. For a set $S$ to be in the $\sigma$-algebra $\mathcal{A}_I$, it must be in every $\mathcal{A}_\alpha$ for $\alpha \in I$. In general, you have to keep careful track of notation. Write out the objects at each level.
A $\sigma$-algebra generated by a collection of sets $\{S_\beta\}_{\beta \in J}$ (for some indexing set $J$) is the collection of all sets that can be generated by a countable amount of union, complement, and intersection operations on the sets $S_\beta$.
The Borel $\sigma$-algebra is important in measure theory. Since a measure must satisfy $\sigma$-additivity (a.k.a. countable additivity), if a measure is defined on the open sets, then it has to be defined on the entire Borel $\sigma$-algebra.