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garden/src/measure/sets/lambda.tex
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\section{Lambda Systems}
\label{section:lambda-system}
\begin{definition}[$\pi$-System]
\label{definition:pi-system}
Let $X$ be a set and $\mathcal{P} \subset 2^X$, then $\mathcal{P}$ is a \textbf{$\pi$-system} if:
\begin{enumerate}
\item[(P1)] $\emptyset \in \mathcal{P}$.
\item[(P2)] For any $A, B \in \mathcal{P}$, $A \cap B \in \mathcal{P}$.
\end{enumerate}
\end{definition}
\begin{definition}[$\lambda$-System]
\label{definition:lambda-system}
Let $X$ be a set and $\alg \subset 2^X$, then $\alg$ is a \textbf{$\lambda$-system/$d$-system} if:
\begin{enumerate}
\item[(L1)] $\emptyset, X \in \alg$.
\item[(L2)] For any $E, F \in \alg$ with $E \subset F$, $F \setminus E \in \alg$.
\item[(L3)] For any $\seq{A_n} \subset \alg$ with $A_n \subset A_{n+1}$ for all $n \in \nat^+$, $\bigcup_{n \in \nat^+}A_n \in \alg$.
\end{enumerate}
\end{definition}
\begin{definition}[Generated $\lambda$-System]
\label{definition:generated-lambda-system}
Let $X$ be a set and $\ce \subset 2^X$, then the smallest $\lambda$-system $\lambda(\ce)$ over $X$ containing $\ce$ is the \textbf{$\lambda$-system generated by $\ce$}.
\end{definition}
\begin{lemma}
\label{lemma:pi-lambda}
Let $X$ be a set and $\alg \subset 2^X$, then the following are equivalent:
\begin{enumerate}
\item $\alg$ is a $\sigma$-algebra.
\item $\alg$ is a $\pi$-system and a $\lambda$-system.
\end{enumerate}
\end{lemma}
\begin{proof}
$(2) \Rightarrow (1)$: Let $A, B \in \alg$, then $A \cup B = (A^c \cap B^c)^c \in \alg$. Thus $\alg$ is an algebra. By \autoref{lemma:sigma-algebra-condition}, $\alg$ is a $\sigma$-algebra.
\end{proof}
\begin{theorem}[Dynkin's $\pi$-$\lambda$ Theorem]
\label{theorem:pi-lambda}
Let $X$ be a set and $\mathcal{P} \subset 2^X$ be a $\pi$-system, then $\sigma(\mathcal{P}) = \lambda(\mathcal{P})$.
\end{theorem}
\begin{proof}
Let $\ce \subset \lambda(\mathcal{P})$ and
\[
\cm(\ce) = \bracs{E \in \lambda(\mathcal{P})| E \cap F \in \lambda(\mathcal{P}) \forall F \in \ce}
\]
then
\begin{enumerate}
\item[(L2)] Let $E, F \in \cm$ with $E \subset F$, then for any $G \in \ce$,
\[
(F \setminus E) \cap G = (F \cap G) \setminus (E \cap G) \in \lambda(\mathcal{P})
\]
\item[(L3)] Let $\seq{E_n} \in \cm$ with $E_n \subset E_{n+1}$ for all $n \in \natp$, and $F \in \ce$, then
\[
\braks{\bigcup_{n \in \natp}E_n} \cap F = \bigcup_{n \in \natp}E_n \cap F \in \lambda(\mathcal{P})
\]
\end\{enumerate\}
so $\cm(\ce)$ is a $\lambda$-system.
Since $\mathcal{P}$ is a $\pi$-system, $\cm(\mathcal{P}) \supset \mathcal{P}$, so $\cm(\mathcal{P}) = \lambda(\mathcal{P})$. Thus for any $E \in \lambda(\mathcal{P})$ and $F \in \lambda(\mathcal{P})$, $E \cap F \in \lambda(\mathcal{P})$. Therefore $\cm(\lambda(\mathcal{P})) \supset \mathcal{P}$, $\cm(\lambda(\mathcal{P})) = \lambda(\mathcal{P})$, and $\lambda(\mathcal{P})$ satisfies (P2). By \autoref{lemma:pi-lambda}, $\lambda(\mathcal{P})$ is a $\sigma$-algebra.
\end{proof}