Progress over the past week.

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Bokuan Li
2026-01-05 20:10:39 -05:00
parent e8d394a2ac
commit abbed78434
33 changed files with 878 additions and 25 deletions

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\chapter{Categories and Functors}
\label{chap:categories}
\section{Categories and Functors}
\label{section:category}
\begin{definition}[Category]
\label{definition:category}

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src/cat/cat/index.tex Normal file
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\chapter{Category Theory}
\label{chap:category}
\textit{I do not know much about categories, however some concepts from it are useful in phrasing certain properties.}
\input{./src/cat/cat/cat-func.tex}
\input{./src/cat/cat/universal.tex}

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\chapter{Universal Construction}
\label{chap:universal}
\section{Universal Construction}
\label{section:universal}
\begin{definition}[Universal Object]
\label{definition:universal}
@@ -69,6 +69,12 @@
The directed set is \textbf{upward-directed} if it satisfies (3U), and \textbf{downward-directed} if it satisfies (3D).
\end{definition}
\begin{definition}[Cofinal]
\label{definition:cofinal}
Let $(I, \lesssim)$ be a upward/downward directed set, then $J \subset I$ is \textbf{cofinal} if for every $\alpha \in I$, there exists $\beta \in J$ with $\beta \gtrsim \alpha$/$\beta \lesssim \alpha$.
\end{definition}
\begin{definition}[Directed System]
\label{definition:directed-system}
Let $\catc$ be a category and $(I, \lesssim)$ be a directed set. A \textbf{directed system} is a pair $(\seqi{A}, \bracsn{f^i_j| i, j \in I, i \lesssim j})$ such that:

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src/cat/gluing/index.tex Normal file
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\chapter{Gluing Lemmas}
\label{chap:gluing}
\begin{lemma}[Gluing for Functions]
\label{lemma:glue-function}
Let $X, Y$ be sets, $\seq{U_i} \subset 2^X$, and $\seqi{f}$ with $f_i: U_i \to Y$ for all $i \in I$. If:
\begin{enumerate}
\item[(a)] $\bigcup_{i \in I}U_i = X$.
\item[(b)] For each $i, j \in I$, either $U_i \cap U_j = \emptyset$, or $f_i|_{U_i \cap U_j} = f_j|_{U_i \cap U_j}$.
\end{enumerate}
then there exists a unique $f: X \to Y$ such that $f|_{U_i} = f_i$ for all $i \in I$.
\end{lemma}
\begin{proof}
For each $i \in I$, let $\Gamma_i \subset U_i \times Y$ be the graph of $f_i$. Let $\Gamma = \bigcup_{i \in I}\Gamma_i$, then:
\begin{enumerate}
\item By assumption (a), $\bracs{x|(x, y) \in \Gamma} = \bigcup_{i \in I}U_i = X$.
\item For any $x \in X$, there exists $y \in Y$ with $(x, y) \in \Gamma$, and $i \in I$ such that $(x, y) \in \Gamma_i$. If $(x, y') \in \Gamma_j \subset \Gamma$, then $x \in U_i \cap U_j \ne \emptyset$. By assumption (b), $y = y'$.
\end{enumerate}
Thus $\Gamma$ is the graph of a function $f: X \to Y$ with $f|_{U_i} = f_i$ for all $i \in I$.
\end{proof}
\begin{lemma}[Gluing for Linear Functions]
\label{lemma:glue-linear}
Let $E, F$ be vector spaces over a field $K$, $\fF$ be a family of subspaces of $E$, and $\bracs{T_V}_{V \in \fF}$ with $T_V \in \hom(V; F)$ for all $V \in \fF$. If:
\begin{enumerate}
\item[(a)] $\bigcup_{V \in \fF}V = E$.
\item[(b)] For each $V, W \in \fF$, $T_V|_{V \cap W} = T_W|_{V \cap W}$.
\item[(c)] $\fF$ is upward-directed with respect to includion.
\end{enumerate}
then there exists a unique $T \in \hom(E; F)$ such that $T|_{V} = T_V$ for all $V \in \fF$.
\end{lemma}
\begin{proof}
By (a), (b), and \autoref{lemma:glue-function}, there exists a unique $T: E \to F$ such that $T|_V = T_V$ for all $V \in \fF$.
Let $x, y \in E$ and $\lambda \in \fF$. By assumption (a), there exists $V_x, V_y \in \fF$ with $x \in V_x$ and $y \in V_y$. By assumption (3), there exists $V \in \fF$ with $V \supset V_x \cup V_y$. Hence
\[
T(\lambda x + y) = T_V(\lambda x + y) = \lambda T_Vx + T_Vy = \lambda Tx + Ty
\]
and $T \in \hom(E; F)$.
\end{proof}

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\part{Categories}
\part{General Tools}
\label{part:part-categories}
\textit{I do not know much about categories, however some concepts from it are useful in phrasing certain properties.}
\input{./src/cat/cat-func.tex}
\input{./src/cat/universal.tex}
\input{./src/cat/cat/index.tex}
\input{./src/cat/gluing/index.tex}

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definitions: use ([acronym]1), ([acronym]2), etc. If the axioms resemble an existing structure, use their naming instead.
Set builders must use bar.
(U) indicates some kind of universal property, or some kind of property that makes this object unique.
$\natp = \bracs{1, \cdots}$, $\nat_0 = \bracs{0, 1, \cdots}$. Nobody knows what $\nat$ is.

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\part{Functional Analysis}
\label{part:part-fa}
\label{part:fa}
\input{./src/fa/tvs/index.tex}

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\section{Seminorms}
\label{section:seminorms}
\begin{definition}[Convex]
\label{definition:convex}
Let $E$ be a vector space over $K \in \RC$, then $A \subset E$ is \textbf{convex} if for any $x, y \in A$, $\bracs{\lambda x + (1 - \lambda) y| \lambda \in [0, 1]} \subset A$.

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\section{The Hahn-Banach Theorem}
\label{section:hahn-banach}
\begin{lemma}
\label{lemma:hahn-banach}
Let $E$ be a vector space over $\real$, $\rho: E \to \real$ be a sublinear functional, $F \subset E$ be a subspace, $\phi \in \hom(F; \real)$ with $\phi(x) \le \rho(x)$ for all $x \in F$.
Let $x_0 \in E \setminus F$, $\lambda \in \real$, and define
\[
\phi_{x_0, \lambda}: F + \real x_0 \quad (y + tx_0) \mapsto \phi(y) + \lambda t
\]
then there exists $\lambda \in \real$ such that $\phi_{x_0, \lambda}(x) \le \rho(x)$ for all $x \in F + \real x_0$.
\end{lemma}
\begin{proof}
Let $x, y \in F$, then
\begin{align*}
\phi(x) + \phi(y) = \phi(x + y) &\le \rho(x + y) \le \rho(x - x_0) + \rho(y + x_0) \\
\phi(x) - \rho(x - x_0) &\le \rho(y + x_0) - \phi(y) \\
\sup_{x \in F}[\phi(x) - \rho(x - x_0)] &\le \inf_{x \in F}[\rho(x + x_0) - \phi(x)]
\end{align*}
Let
\[
\lambda \in \braks{\sup_{x \in F}[\phi(x) - \rho(x - x_0)], \inf_{x \in F}[\rho(x + x_0) - \phi(x)]}
\]
then for any $x \in F$ and $t > 0$,
\begin{align*}
\phi(x + tx_0) &= \phi(x) + t\lambda = t\braks{\phi(t^{-1}x) + \lambda} \\
&\le t\braks{\rho(t^{-1}x + x_0) - \phi(t^{-1}x) + \phi(t^{-1}x)} \\
&= t\rho(t^{-1}x + x_0) = \rho(x + tx_0) \\
\phi(x - tx_0) &= \phi(x) - t\lambda = t\braks{\phi(t^{-1}x) - \lambda} \\
&\ge t\braks{\rho(t^{-1}x - x_0) + \phi(t^{-1}x) - \phi(t^{-1}x)} \\
&= t\rho(t^{-1}x - x_0) = \rho(x - tx_0)
\end{align*}
\end{proof}
\begin{theorem}[Hahn-Banach, Analytic Form {{\cite[Theorem 5.6, 5.7]{Folland}}}]
\label{theorem:hahn-banach}
Let $E$ be a vector space over $K \in \RC$, $\rho: E \to \real$ be a sublinear functional, $F \subsetneq E$ be a subspace,
\begin{enumerate}
\item For any $\phi \in \hom(F; \real)$ with $\phi \le \rho|_F$, there exists $\Phi \in \hom(E; \real)$ such that $\Phi \le \rho$ and $\Phi|_F = \phi$.
\item If $\rho$ is a seminorm, then for any $\phi \in \hom(F; \complex)$ with $\abs{\phi} \le \rho|_F$, there exists $\Phi \in \hom(E; \complex)$ such that $\abs{\Phi} \le \rho$ and $\Phi|_F = \phi$.
\end{enumerate}
\end{theorem}
\begin{proof}
(1): Let $x_0 \in E \setminus F$, then by \ref{lemma:hahn-banach}, there exists $\lambda \in \real$ such that if
\[
\phi_{x_0, \lambda}: F + \real x_0 \to \real \quad (x + tx_0) \mapsto x + \lambda t
\]
then $\phi_{x_0, \lambda}(x) \le \rho(x)$ for all $x \in F + \real x_0$. Thus for any $F \subsetneq E$, $\phi$ admits an extension to a subspace that strictly contains $F$.
Let
\[
\mathbf{F} = \bracs{\Phi \in \hom(F'; \real)|F' \supset F, \Phi|_F = \phi, \Phi \le \rho|_{F'}}
\]
For any $\Phi, \Phi' \in \mathbf{F}$, define $\Phi \le \Phi'$ if $\Phi'$ is an extension of $\Phi$. Let $\cf \subset \mathbf{F}$ be a chain. For any $\Phi \in \cf$, let $\cd(\Phi)$ be its domain. Since $\bigcup_{\phi \in \cf}\cd(\Phi)$ is a subspace and $\cf$ is a chain, by \ref{lemma:glue-linear}, there exists $\Phi \in \hom\paren{\bigcup_{\Phi' \in \cf}\cd(\Phi'); \real}$ such that $\Phi|_{\cd(\Phi')} = \Phi'$ for all $\Phi' \in \cf$. Thus $\Phi \in \mathbf{F}$ is an upper bound of $\cf$.
By Zorn's lemma, $\mathbf{F}$ admits a maximal element $\Phi$. If $\cd(\Phi) \subsetneq E$, then $\Phi$ is not maximal by the preceding discussion. Therefore $\cd(\Phi) = E$ and $\Phi$ is a desired extension.
(1): Given that $\rho$ is a seminorm, for any $u \in \hom(E; \real)$, $u \le \rho$ if and only if $\abs{u} \le \rho$.
Let $u = \re{\phi}$, then $u \in \hom(E; \real)$ by \ref{proposition:polarisation-linear}. By (1), there exists $U \in \hom(E; \real)$ such that $\abs{U} \le \rho$ and $U|_F = u$. For each $x \in E$, let $\Phi(x) = U(x) - iU(ix)$, then $\Phi \in \hom(E; \complex)$ and $\Phi|_F = \phi$ by \ref{proposition:polarisation-linear}. In addition, for any $x \in E$, if $\alpha = \overline{\sgn(\Phi(x))}$, then
\[
|\Phi(x)| = \alpha\Phi(x) = \Phi(\alpha x) = U(\alpha x) \le \rho(\alpha x) = \rho(x)
\]
so $\abs{\Phi} \le \rho$.
\end{proof}

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\input{./src/fa/lc/convex.tex}
\input{./src/fa/lc/continuous.tex}
\input{./src/fa/lc/hahn-banach.tex}

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\]
By assumption (b), $[0, M_\rho]$ is in the filter generated by $V_{\rho, P}(\fF)$. Thus $V_{\rho, P}(f) \le M_\rho$. As this holds for all $P \in \scp([a, b])$, $V_{\rho, P}(f) \le M_\rho$, and $f \in BV([a, b]; E)$.
(5): For each $n \in \nat$, let
(5): For each $n \in \nat^+$, let
\[
D_n = \bracs{x \in [a, b]|\forall \eps > 0, \exists y \in (x - \eps, x + \eps): \norm{f(x) - f(y)}_E \ge 1/n}
\]
then $D = \bigcup_{n \in \nat}D_n$ is the set of discontinuity points of $f$. If $D$ is uncountable, then there exists $N \in \nat$ such that $D_n$ is infinite.
then $D = \bigcup_{n \in \nat^+}D_n$ is the set of discontinuity points of $f$. If $D$ is uncountable, then there exists $N \in \nat^+$ such that $D_n$ is infinite.
Fix $N \in \nat$. Let $E_1 = D_n \cap (a, b)$ and $I_1 = (a, b)$, then
Fix $N \in \nat^+$. Let $E_1 = D_n \cap (a, b)$ and $I_1 = (a, b)$, then
\begin{enumerate}
\item[(a)] $|E_k| \ge N - k$.
\item[(b)] $E_k \subset I_k^o$.
@@ -62,5 +62,5 @@
Let $k \le N$ and suppose inductively that $E_k, I_k$ have been constructed. Let $x_k \in E_k$, then by (b), there exists $\eps > 0$ such that $[x_k - \eps, x_k + \eps] \subset I_k$ and $|E_k \setminus [x_k - \eps, x_k + \eps]| \ge N - k$. Let $y_k \in [x_k - \eps, x_k + \eps]$ such that $\norm{f(x_k) - f(y_k)} \ge 1/n$, $I_{k + 1} = I_k \setminus [x_k - \eps, x_k + \eps]$, and $E_{k+1} = E_k \setminus [x_k - \eps, x_k + \eps]$, then $I_k$ and $E_k$ satisfies (a) and (b).
Therefore there exists pairs $\bracs{(x_k, y_k)|1 \le k \le N}$ such that $\norm{f(x_k) - f(y_k)}_E \ge 1/n$ for all $n$, and the smallest interval containing each $(x_k, y_k)$ are pairwise disjoint. Thus $[f]_{\var} \ge N/n$ for all $N \in \nat$, so $[f]_{\var} = \infty$.
Therefore there exists pairs $\bracs{(x_k, y_k)|1 \le k \le N}$ such that $\norm{f(x_k) - f(y_k)}_E \ge 1/n$ for all $n$, and the smallest interval containing each $(x_k, y_k)$ are pairwise disjoint. Thus $[f]_{\var} \ge N/n$ for all $N \in \nat^+$, so $[f]_{\var} = \infty$.
\end{proof}

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\section{Riemann-Stieltjes Integrals and Functions of Bounded Variationo}
\section{Riemann-Stieltjes Integrals and Functions of Bounded Variation}
\label{section:rs-bv}
\begin{proposition}
@@ -36,7 +36,7 @@
then $f \in RS([a, b], G)$ and $\int_a^b f dG = \lim_{\alpha \in A}\int_a^b f_\alpha dG$. In particular,
\begin{enumerate}
\item If $H$ is complete, then condition (a) may be omitted.
\item If $H$ is sequentially complete and $A = \nat$, then condition (b) may be omitted.
\item If $H$ is sequentially complete and $A = \nat^+$, then condition (b) may be omitted.
\end{enumerate}
\end{proposition}
\begin{proof}

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\end{enumerate}
The uniformity $\fU$ and its induced topology are the \textbf{product uniformity/topology}, and $E$ equipped with $\fU$ is the \textbf{product TVS} of $\seqi{E}$.
\end{definition}
\begin{definition}[Uniform/Bounded Operator Topology]
\label{definition:uniform-op-topo}
Let $E, F$ be TVSs over $K \in \RC$. For each bounded set $B \subset E$ and entourage $V \subset F \times F$, let
\[
U(B, V) = \bracs{(S, T) \in L(E; F) \times L(E; F)|(Sx, Tx) \in V \forall x \in B}
\]
then
\[
\fB = \bracs{U(B, V)| B \subset E \text{ bounded}, U \subset F \times F \text{ entourage}}
\]
is a fundamental system of entourages for a vector space uniformity on $L(E; F)$, which induces the \textbf{uniform/bounded operator topology} on $L(E; F)$.
\end{definition}
\begin{proof}
Firstly,
\begin{enumerate}
\item[(FB1)] Let $U(B, V), U(B', V') \in \fB$, then $U(B, V) \cap U(B', V') \supset U(B \cup B', V \cap V') \in \fB$.
\item[(UB1)] For any $U(B, V) \in \fB$, the diagonal is contained in $V$, so the diagonal is also contained in $U(B, V)$.
\item[(UB2)] For any $U(B, V) \in \fB$, there exists an entourage $W \subset F \times F$ such that $W \circ W \subset V$. So $U(B, W) \in \fB$ with
\[
U(B, W) \circ U(B, W) \subset U(B, W \circ W) \subset U(B, V)
\]
\end{enumerate}
By \ref{proposition:fundamental-entourage-criterion}, $\fB$ forms a fundamental system of entourages for a uniformity on $L(E; F)$.
TODO SCHAEFER WOLFF PAGE 79
\end{proof}
\begin{definition}[Strong Operator Topology]
\label{definition:strong-op-topo}
Let $E, F$ be TVSs over $K \in \RC$, then the \textbf{strong operator topology} on $L(E; F)$ is the initial topology generated by the maps $\bracs{T \mapsto Tx| x \in E}$, where $F$ is equipped with the strong topology.
\end{definition}
\begin{definition}[Weak Operator Topology]
\label{definition:weak-op-topo}
Let $E, F$ be TVSs over $K \in \RC$, then the \textbf{weak operator topology} on $L(E; F)$ is the initial topology generated by the maps $\bracs{T \mapsto Tx| x \in E}$, where $F$ is equipped with the weak topology.
\end{definition}

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\section{The Dual Space}
\label{section:tvs-dual}
\begin{proposition}[Polarisation, {{\cite[Proposition 5.5]{Folland}}}]
\label{proposition:polarisation-linear}
Let $E$ be a vector space over $\complex$, $\phi \in \hom(E; \complex)$, and $u = \re{\phi}$, then
\begin{enumerate}
\item $u \in \hom(E; \real)$ when $E$ is viewed as a vector space over $\real$.
\item For any $x \in E$, $\dpb{x, \phi}{E} = \dpb{x, u}{E} - i \dpb{ix, u}{E}$.
\end{enumerate}
Conversely, if $u \in \hom(E; \real)$ and $\phi \in \hom(E; \complex)$ is defined by $\dpb{x, \phi}{E} = \dpb{x, u}{E} - i \dpb{ix, u}{E}$ for all $x \in E$, then $f \in \hom(E; \complex)$.
\end{proposition}
\begin{proof}
(1): Given that $\phi \in \hom(E; \real)$, $u \in \hom(E; \real)$. For any $x \in E$,
\[
\im{\dpb{x, \phi}{E}} = \re{-i \dpb{x, \phi}{E}} = -\dpb{ix, u}{E}
\]
so (2) holds.
(2): Since $u \in \hom(E; \real)$, so is $\phi$. On the other hand, for any $x \in E$,
\[
\dpb{ix, \phi}{E} = \dpb{ix, u}{E} - i\dpb{-x, u}{E} = i(\dpb{x, u}{E} - i \dpb{ix, u}{E}) = i \dpb{x, \phi}{E}
\]
\end{proof}
\begin{definition}[Topological Dual]
\label{definition:topological-dual}
Let $E$ be a TVS over $K \in \RC$, then the \textbf{topological dual} $E^*$ of $E$ is the set of all \textit{continous} linear functionals on $E$.
\end{definition}
\begin{definition}[Weak Topology]
\label{definition:weak-topology}
Let $E$ be a TVS over $K \in \RC$, then the \textbf{weak topology} on $E$ is the initial topology generated by $E^*$. The space $E$ equipped with its weak topology is denoted $E_w$.
\end{definition}

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\input{./src/fa/tvs/definition.tex}
\input{./src/fa/tvs/bounded.tex}
\input{./src/fa/tvs/dual.tex}
\input{./src/fa/tvs/continuous.tex}
\input{./src/fa/tvs/completion.tex}

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\part{Measure Theory and Integration}
\label{part:measure}
\input{./src/measure/sets/index.tex}
\input{./src/measure/measure/index.tex}

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\section{Complete Measures}
\label{section:complete-measure}
\begin{definition}[Complete Measure]
\label{definition:complete-measure}
Let $(X, \cm, \mu)$ be a measure space, then $\mu$ is \textbf{complete} if for any null set $E \in \cm$ and $F \subset E$, $F \in \cm$.
\end{definition}
\begin{definition}[Completion]
\label{definition:measure-completion}
Let $(X, \cm, \mu)$ be a measure space, $\cn = \bracs{N \in \cm| \mu(N) = 0}$, and
\[
\ol{\cm} = \bracs{E \cup F| E \in \cm, F \subset N, N \in \cn}
\]
then
\begin{enumerate}
\item For any $A \in \ol{\cm}$, there exists $E \in \cm$, $N \in \cn$, and $F \subset N$ such that $E \cap N = \emptyset$ and $A = E \sqcup F$.
\item $\ol{\cm} \supset \cm$ is a $\sigma$-algebra.
\item There exists an extension $\ol{\mu}$ of $\mu$ as a measure on $\cm$.
\item $(X, \ol{\cm}, \ol{\mu})$ is a complete measure space.
\item[(U)] For any complete measure space $(X, \cf, \nu)$ where $\cf \supset \cm$ and $\nu|_\cm = \mu$, $\cf \supset \ol{\cm}$ and $\nu|_{\ol{\cm}} = \ol{\mu}$.
\end{enumerate}
and space $(X, \ol{\cm}, \mu)$ is the \textbf{completion} of $(X, \cm, \mu)$.
\end{definition}
\begin{proof}
(1): Let $E \in \cm$, $N \in \cn$, and $F \subset N$ such that $A = E \cup F$. Define $E' = E \setminus N$ and $F' = F \cup (E \cap N)$, then $E' \cap N = \emptyset$ and $A = E \cup F = E' \sqcup F'$.
(2): Let $A \in \ol{\cm}$, $E \in \cm$, $N \in \cn$, and $F \subset N$ such that $A = E \sqcup F$, then
\begin{align*}
A^c &= (A^c \cap N^c) \cup (A^c \cap N) = (N^c \setminus A) \cup (N \setminus A) \\
&= \underbrace{(N^c \setminus E)}_{\in \cm} \cup \underbrace{(N \setminus F)}_{\subset N} \in \cm
\end{align*}
Let $\seq{A_n} \subset \cm$. For each $n \in \natp$, let $E_n \in \cm$, $N_n \in \cn$, and $F_n \subset N$ such that $A_n = E_n \cup F_n$, then
\[
\bigcup_{n \in \natp}A_n = \underbrace{\braks{\bigcup_{n \in \natp}E_n}}_{\in \cm} \cup \underbrace{\braks{\bigcup_{n \in \natp}F_n}}_{\subset \bigcup_{n \in \natp}N_n} \in \ol{\cm}
\]
(3): Let $A \in \ol{\cm}$, $E \in \cm$, $N \in \cn$, and $F \subset N$ such that $A = E \cup F$. Since $A \setminus N = E \setminus N \in \cm$ and $A \cup N = E \cup N \in \cm$,
\[
\mu(A \setminus N) \le \mu(E) \le \mu(A \cup N)
\]
Let $E' \in \cm$, $N' \in \cn$, and $F' \subset N'$ such that $A = E' \cup F'$, then
\[
\mu(A \setminus (N \cup N')) \le \mu(A \setminus N') \le \mu(E') \le \mu(A \cup N') \le \mu(A \cup (N \cup N'))
\]
Now, since $N$ and $N'$ are null,
\[
\mu(A \cup (N \cup N')) = \mu(A \setminus (N \cup N')) + \mu(N \cup N') = \mu(A \setminus (N \cup N'))
\]
so
\[
\mu(A \setminus (N \cup N')) = \mu(E) = \mu(E') = \mu(A \cup (N \cup N'))
\]
Thus for any decomposition $A = E \cup F$ where $E \in \cm$ and $F$ is contained in a null set, $\ol{\mu}(A) = \mu(E)$ is well-defined.
To see that $\ol{\mu}$ is a measure, let $\seq{A_n} \subset \ol{\cm}$ be pairwise disjoint. For each $n \in \nat$, let $E_n \in \cm$, $N_n \in \cn$, and $F_n \subset N_n$ such that $A_n = E_n \cup F_n$, then
\[
\ol{\mu}\paren{\bigsqcup_{n \in \natp}A_n} = \mu\paren{\bigsqcup_{n \in \natp}E_n} = \sum_{n \in \natp}\mu(E_n) = \sum_{n \in \natp}\mu(A_n)
\]
(4): Let $A \in \ol{\cm}$ with $\ol{\mu}(A) = 0$, $E \in \cm$, $N \in \cn$, and $F \subset N$ such that $A = E \cup F$, then $\mu(E) = \mu(E \cup N) = 0$. By definition of $\ol{\cm}$, any subset of $E \cup N$ is also in $\ol{\cm}$. Thus $\ol{\mu}$ is complete.
(U): Let $N \in \cn \subset \cm \subset \cf$, then for any $F \subset N$, $\nu(F) \le \nu(N) = \mu(N)$, and $F \in \cf$ by completeness of $(X, \cf, \nu)$. Thus $\cf \supset \ol{\cm}$.
For any $A \in \ol{\cm}$, let $E \in \cm$, $N \in \cn$, and $F \subset N$ such that $A = E \cup N$, then
\[
\nu(A) = \nu(E \cup F) = \nu(E) = \mu(E) = \ol{\mu}(A)
\]
\end{proof}

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\chapter{Positive Measures}
\label{chap:measures}
\input{./src/measure/measure/measure.tex}
\input{./src/measure/measure/complete.tex}
\input{./src/measure/measure/semifinite.tex}
\input{./src/measure/measure/sigma-finite.tex}
\input{./src/measure/measure/outer.tex}

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\section{Measures}
\label{section:measures}
\begin{definition}[Measurable Space]
\label{definition:measurable-space}
Let $X$ be a set and $\cm \subset 2^X$ be a $\sigma$-algebra, then the pair $(X, \cm)$ is a \textbf{measurable space}.
\end{definition}
\begin{definition}[Measure]
\label{definition:measure}
Let $(X, \cm)$ be a measurable space and $\mu: \cm \to [0, \infty]$, then $\mu$ is a \textbf{(countably-additive) measure} if
\begin{enumerate}
\item[(M1)] $\mu(\emptyset) = 0$.
\item[(M2)] For any $\seq{E_n} \subset \cm$ pairwise disjoint, $\mu\paren{\bigsqcup_{n \in \natp}E_n} = \sum_{n \in \natp} \mu(E_n)$.
\end{enumerate}
In which case, $(X, \cm, \mu)$ is a \textbf{measure space}.
If $\mu: \cm \to [0, \infty]$ instead satisfies (M1) and
\begin{enumerate}
\item[(M2')] For any $\seqf{E_j} \subset \cm$ pairwise disjoint, $\mu\paren{\bigsqcup_{j = 1}^n E_j} = \sum_{j = 1}^n \mu(E_j)$.
\end{enumerate}
then $\mu$ is a \textbf{finitely-additive measure}.
\end{definition}
\begin{definition}[Null Set]
\label{definition:null}
Let $(X, \cm, \mu)$ be a measure space, then $E \in \cm$ is \textbf{$\mu$-null/null} if $\mu(E) = 0$.
\end{definition}
\begin{definition}[Almost Everywhere]
\label{definition:almost-everywhere}
Let $(X, \cm, \mu)$ be a measure space. A statement holds \textbf{$\mu$-almost everywhere/$\mu$-a.e./a.e.} if it is false on a subset of a $\mu$-null set.
\end{definition}
\begin{proposition}[{{\cite[Theorem 1.8]{Folland}}}]
\label{proposition:measure-properties}
Let $(X, \cm, \mu)$ be a measure space, then:
\begin{enumerate}
\item For any $E, F \in \cm$ with $E \subset F$, $\mu(E) \le \mu(F)$.
\item For any $\seq{E_n} \subset \cm$, $\mu\paren{\bigcup_{n \in \natp}E_n} \le \sum_{n \in \natp}\mu(E_n)$.
\item For any $\seq{E_n} \subset \cm$ with $E_n \subset E_{n+1}$ for all $n \in \nat$, $\mu\paren{\bigcup_{n \in \nat}E_n} = \limv{n}\mu(E_n)$.
\item For any $\seq{E_n} \subset \cm$ with $E_n \supset E_{n+1}$ for all $n \in \nat$ and $\mu(E_1) < \infty$, $\mu(\bigcap_{n \in \natp}E_n) = \limv{n}\mu(E_n)$.
\item For any $\seq{E_n} \subset \cm$,
\[
\mu\paren{\liminf_{n \to \infty}E_n} \le \liminf_{n \to \infty}\mu(E_n)
\]
\item For any $\seq{E_n} \subset \cm$ with $\mu\paren{\bigcup_{n \in \nat}E_n} < \infty$,
\[
\mu\paren{\limsup_{n \to \infty}E_n} \ge \limsup_{n \to \infty}\mu(E_n)
\]
\end{enumerate}
\end{proposition}
\begin{proof}
(1): $\mu(F) = \mu(E) + \mu(F \setminus E) \ge \mu(E)$.
(2): For each $n \in \natp$, let $F_n = E_n \setminus \bigcup_{k = 1}^{n-1}E_k$, then $\seq{F_n}$ is pairwise disjoint with $\bigsqcup_{n \in \natp}F_n = \bigcup_{n \in \natp}E_n$. In which case,
\[
\mu\paren{\bigcup_{n \in \nat}E_n} = \mu\paren{\bigsqcup_{n \in \nat}F_n} = \sum_{n \in \natp}\mu(F_n) \le \sum_{n \in \natp}\mu(E_n)
\]
(3): Denote $E_0 = \emptyset$. For each $n \in \natp$, let $F_n = E_n \setminus E_{n - 1}$, then $\seq{F_n}$ is pairwise disjoint with $\bigsqcup_{n \in \natp}F_n = \bigcup_{n \in \natp}E_n$. In which case,
\[
\mu\paren{\bigcup_{n \in \natp}E_n} = \mu\paren{\bigsqcup_{n \in \natp}F_n} = \limv{n}\sum_{k = 1}^n \mu(F_n) = \limv{n}\mu(E_n)
\]
(4): Since $\mu(E_1) < \infty$,
\[
\limv{n}\mu(E_n) = \mu(E_1) - \limv{n}\mu(E_1 \setminus E_n) = \mu(E_1) - \mu\paren{E_1 \setminus \bigcap_{n \in \natp}E_n} = \mu\paren{\bigcap_{n \in \natp}E_n}
\]
by (3).
(5): Using (1) and (3),
\begin{align*}
\mu\paren{\liminf_{n \to \infty}E_n} &= \mu\paren{\bigcup_{n \in \natp}\bigcap_{m \ge n}E_m} = \limv{n}\mu\paren{\bigcap_{m \ge n}E_m} \\
&\le \limv{n} \inf_{m \ge n}\mu(E_m) = \liminf_{n \to \infty}\mu(E_n)
\end{align*}
(6): Using (1) and (4),
\begin{align*}
\mu\paren{\limsup_{n \to \infty}E_n} &= \mu\paren{\bigcap_{n \in \natp}\bigcup_{m \ge n}E_m} = \limv{n}\mu\paren{\bigcup_{m \ge n}E_m} \\
&\ge \limv{n}\sup_{m \ge n}\mu(E_m) = \limsup_{n \to \infty}\mu(E_n)
\end{align*}
\end{proof}
\begin{theorem}[Dynkin's Uniqueness Theorem]
\label{theorem:dynkin-uniqueness}
Let $(X, \cm)$ be a measurable space, $\mathcal{P} \subset \cm$ be a $\pi$-syste, and $\mu, \nu: \cm \to [0, \infty]$ be measures. If
\begin{enumerate}
\item[(a)] $\sigma(\mathcal{P}) = \cm$.
\item[(b)] $\mu(E) = \nu(E)$ for all $E \in \mathcal{P}$.
\item[(c)] There exists $\seq{E_n} \subset \mathcal{P}$ such that $E_n \upto X$ and $\mu(E_n) < \infty$ for all $n \in \natp$.
\end{enumerate}
then $\mu = \nu$.
\end{theorem}
\begin{proof}
Let $F \in \mathcal{P}$ with $\mu(F) < \infty$ and
\[
\alg(F) = \bracs{E \in \cm|\mu(E \cap F) = \nu(E \cap F)}
\]
then $\alg(F) \supset \mathcal{P}$ by (b), and
\begin{enumerate}
\item[(L2)] For any $E, E' \in \alg(F)$ with $E \subset E'$ and $F \in \mathcal{P}$,
\begin{align*}
\mu((E' \setminus E) \cap F) &= \mu(E' \cap F) - \mu(E \cap F) \\
&= \nu(E' \cap F) - \nu(E \cap F) = \nu((E' \setminus E) \cap F)
\end{align*}
\item[(L3)] For any $\seq{E_n} \subset \alg$ with $E_n \subset E_{n+1}$ for all $n \in \natp$ and $F \in \mathcal{P}$,
\[
\mu\paren{\bigcup_{n \in \nat}E_n \cap F} = \limv{n}\mu(E_n \cap F) = \limv{n}\nu(E_n \cap F) = \nu\paren{\bigcup_{n \in \nat}E_n \cap F}
\]
by continuity from below (\ref{proposition:measure-properties}).
\end{enumerate}
so $\alg(F)$ is a $\lambda$-system. By (a) and Dynkin's $\pi$-$\lambda$ theorem (\ref{theorem:pi-lambda}), $\alg(F) = \cm$.
Let $\seq{E_n}$ as in assumption (c), then $\mu(E_n \cap F) = \mu(E_n \cap F)$ for all $n \in \natp$ and $F \in \cm$. Thus by continuity from below (\ref{proposition:measure-properties}),
\[
\mu(F) = \limv{n}\mu(E_n \cap F) = \limv{n}\nu(E_n \cap F) = \nu(F)
\]
\end{proof}

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\section{Carathéodory's Extension Theorem}
\label{section:caratheodory}
\begin{definition}[Outer Measure]
\label{definition:outer-measure}
Let $X$ be a set and $\mu^*: 2^X \to [0, \infty]$, then $\mu^*$ is an \textbf{outer measure} if:
\begin{enumerate}
\item[(M1)] $\mu^*(\emptyset) = 0$.
\item[(OM1)] For any $E, F \subset X$ with $E \subset F$, $\mu^*(E) \le \mu^*(F)$.
\item[(OM2)] For any $\seq{E_n} \subset X$,
\[
\mu^*\paren{\bigcup_{n \in \natp}E_n} \le \sum_{n \in \natp}\mu^*(E_n)
\]
\end{enumerate}
\end{definition}
\begin{proposition}[{{\cite[Proposition 1.10]{Folland}}}]
\label{proposition:outer-measure-inf}
Let $X$ be a set, $\ce \subset 2^X$, and $\rho: \ce \to [0, \infty]$ such that $\emptyset, X \in \ce$ and $\rho(\emptyset) = 0$. Define
\[
\mu^*: 2^X \to [0, \infty] \quad E \mapsto \inf\bracs{\sum_{n \in \natp}\rho(E_n) \bigg | \seq{E_n} \subset \ce, \bigcup_{n \in \natp}E_n \supset E}
\]
then $\mu^*$ is an outer measure.
\end{proposition}
\begin{proof}
(OM2): Let $\seq{E_n} \subset 2^X$ and assume without loss of generality that $\sum_{n \in \natp}\mu^*(E_n) < \infty$. Let $\eps > 0$. For each $n \in \nat$, let $\bracs{F_{n, k}}_{k = 1}^\infty \subset \ce$ such that $\bigcup_{k \in \natp}F_{n, k} \supset E_n$ and $\sum_{n \in \natp}\rho(F_{n, k}) < \mu^*(E_n) + 2^{-n}\eps$, then
\begin{align*}
\mu^*\paren{\bigcup_{n \in \natp}E_n} &\le \sum_{(n, k) \in \natp \times \natp}\rho(F_{n, k}) = \sum_{n \in \natp}\sum_{k \in \natp}\rho(F_{n, k}) \\
&\le \sum_{n \in \natp}(\mu^*(E_n) + 2^{-n}\eps) \le \eps + \sum_{n \in \natp}\mu^*(E_n)
\end{align*}
Since $\eps$ is arbitrary, $\mu^*\paren{\bigcup_{n \in \natp}E_n} \le \sum_{n \in \natp}\mu^*(E_n)$.
\end{proof}
\begin{definition}[Outer Measurable]
\label{definition:outer-measurable}
Let $X$ be a set, $\mu^*: 2^X \to [0, \infty]$ be an outer measure, and $E \subset X$, then $E$ is \textbf{$\mu^*$-measurable} if for any $F \subset X$,
\[
\mu^*(F) = \mu^*(E \cap F) + \mu^*(E \setminus F)
\]
\end{definition}
\begin{theorem}[Carathéodory, {{\cite[Theorem 1.11]{Folland}}}]
\label{theorem:caratheodory}
Let $X$ be a set, $\mu^*: 2^X \to [0, \infty]$ be an outer measure, and $\cm \subset 2^X$ be the collection of all $\mu^*$-measurable sets, then:
\begin{enumerate}
\item For any $F \subset X$ and $\seq{E_n} \subset \cm$ pairwise disjoint,
\[
\mu^*\paren{F \cap \bigsqcup_{n \in \natp}E_n} = \sum_{n \in \natp}\mu^*(F \cap E_n)
\]
\item $\cm$ is a $\sigma$-algebra.
\item $(X, \cm, \mu^*|_\cm)$ is a complete measure space.
\end{enumerate}
\end{theorem}
\begin{proof}
(1): Let $N \in \nat$, then
\[
\mu^*\paren{F \cap \bigsqcup_{n \in \natp}E_n} \ge \mu^*\paren{F \cap \bigsqcup_{n =1}^N E_n} = \sum_{n = 1}^N \mu^*(F \cap E_n)
\]
As this holds for all $N \in \nat$,
\[
\mu^*\paren{F \cap \bigsqcup_{n \in \natp}E_n} \ge \sum_{n \in \natp}\mu^*(F \cap E_n)
\]
(2): Firstly, $\emptyset, X \in \cm$ since $\mu^*(\emptyset) = 0$. For any $A \in \cm$, $A^c \in \cm$ as well because the definition of $\mu^*$-measurability is symmetric.
Let $A, B \in \cm$ and $F \subset X$, then
\begin{align*}
\mu^*(F) &= \mu^*(F \cap A) + \mu^*(F \setminus A) \\
&= \mu^*(F \cap A \cap B) + \mu^*(F \cap A \setminus B) + \mu^*(F \cap B \setminus A) + \mu^*(F \setminus (A \cup B)) \\
&= \mu^*(F \cap B) + \mu^*(F \cap A \setminus B) + \mu^*(F \setminus (A \cup B)) \\
&= \mu^*(F \cap (A \cup B)) + \mu^*(F \setminus (A \cup B))
\end{align*}
so $\cm$ is an algebra. Since (1) implies that $\cm$ is closed under countable disjoint unions, $\cm$ is a $\sigma$-algebra by \ref{lemma:sigma-algebra-condition}.
(3): By (1), $\mu|_\cm$ is a measure. Let $N \in \cm$ with $\mu^*(N) = 0$, then for any $E \subset N$ and $F \subset X$,
\begin{align*}
\mu^*(E) &= \underbrace{\mu^*(E \cap N)}_0 + \mu^*(E \setminus N) \\
&= \underbrace{\mu^*(E \cap N \setminus F)}_0 + \underbrace{\mu^*(E \cap F)}_0 + \mu^*(E \setminus N) \\
&= \mu^*((E \setminus F) \cap N) + \mu^*(E \cap F) + \mu^*((E \setminus F) \setminus N) \\
&= \mu^*(E \cap F) + \mu^*(E \setminus F)
\end{align*}
\end{proof}
\begin{definition}[Premeasure]
\label{definition:premeasure}
Let $X$ be a set, $\alg \subset 2^X$ be an algebra, and $\mu_0: \alg \to [0, \infty]$, then $\mu_0$ is a \textbf{premeasure} if:
\begin{enumerate}
\item[(M1)] $\mu_0(\emptyset) = 0$.
\item[(PM)] For any $\seq{A_n} \subset \alg$ pairwise disjoint with $\bigsqcup_{n \in \natp}A_n \in \alg$,
\[
\mu_0\paren{\bigsqcup_{n \in \natp}A_n} = \sum_{n \in\natp}\mu_0(A_n)
\]
\end{enumerate}
\end{definition}
\begin{theorem}[Carathéodory's Extension Theorem, {{\cite[Theorem 1.14]{Folland}}}]
\label{theorem:caratheodory-extension}
Let $X$ be a set, $\alg \subset 2^X$ be an algebra, and $\mu_0: \alg \to [0, \infty]$ be a premeasure, then there exists a measure space $(X, \cm, \mu)$ such that
\begin{enumerate}
\item $\cm \supset \alg$.
\item $\mu|_\alg = \mu_0$.
\item $\mu$ is complete.
\item[(U)] For any measure space $(X, \cn, \nu)$ satisfying (1) and (2),
\begin{enumerate}
\item[(a)] $\nu|_{\cm \cap \cn} \le \mu_{\cm \cap \cn}$.
\item[(b)] For any $E \in \cm \cap \cn$ with $\mu(E) < \infty$, $\mu(E) = \nu(E)$.
\item[(c)] If $\mu$ is $\sigma$-finite, then $\nu = \mu$.
\end{enumerate}
\end{enumerate}
\end{theorem}
\begin{proof}
Let
\[
\mu^*: 2^X \to [0, \infty] \quad E \mapsto \inf\bracs{\sum_{n \in \natp}\mu_0(E_n) \bigg | \seq{E_n} \subset \alg, \bigcup_{n \in \natp}E_n \supset E}
\]
then $\mu^*$ is an outer measure by \ref{proposition:outer-measure-inf}. By Carathéodory's theorem (\ref{theorem:caratheodory}), there exists a measure space $(X, \cm, \mu)$ such that $\mu = \mu^*|_{\cm}$.
(1): Let $E \in \alg$ and $F \subset X$. For any $\seq{F_n} \subset \alg$ with $\bigcup_{n \in \natp}F_n \supset F$,
\[
\sum_{n \in \natp}\mu_0(F_n) = \sum_{n \in \natp}\mu_0(F_n \cap E) + \sum_{n \in \natp}\mu_0(F_n \setminus E) \ge \mu^*(F \cap E) + \mu^*(F \setminus E)
\]
As this holds for all such $\seq{F_n}$, $\mu_0^*(F) = \mu^*(F \cap E) + \mu^*(F \setminus E)$.
(2): Let $E \in \alg$ and $\seq{E_n} \subset \alg$ such that $\bigcup_{n \in \natp}E_n \supset E$, then
\[
\sum_{n \in \natp}\mu_0(E_n) = \sum_{n \in \natp}\mu_0(E_n \cap E) + \sum_{n \in \natp}\mu_0(E_n \setminus E) \ge \sum_{n \in \natp}\mu_0(E_n \cap E) = \mu_0(E)
\]
As this holds for all such $\seq{E_n}$, $\mu^*(E) = \mu_0(E)$.
(U): Let $\seq{E_n} \subset \alg$, then by continuity from below (\ref{proposition:measure-properties}),
\[
\nu\paren{\bigcup_{n \in \natp}E_n} = \limv{n}\nu\paren{\bigcup_{k = 1}^nE_k} = \limv{n}\mu\paren{\bigcup_{k = 1}^n E_k} = \mu\paren{\bigcup_{n \in \natp}E_n}
\]
Thus if $E \in \cm \cap \cn$ with $\bigcup_{n \in \natp}E_n \supset E$, then
\[
\nu(E) \le \nu\paren{\bigcup_{n \in \natp}E_n} = \mu\paren{\bigcup_{n \in \natp}E_n} \le \sum_{n \in \natp}\mu_0(E_n)
\]
As this holds for all such $\seq{E_n}$, $\nu(E) \le \mu^*(E) = \mu(E)$.
Suppose that $\mu(E) < \infty$, then there exists $\seq{E_n} \subset \alg$ such that $\bigcup_{n \in \natp}E_n \supset E$ and $\sum_{n \in \natp}\mu_0(E_n) < \infty$. In which case,
\begin{align*}
\mu\paren{\bigcup_{n \in \natp}E_n} &= \nu\paren{\bigcup_{n \in \natp}E_n} = \nu(E) + \nu\paren{\bigcup_{n \in \natp}E_n \setminus E} \\
&\le \nu(E) + \mu\paren{\bigcup_{n \in \natp}E_n \setminus E} \\
\mu(E) &\le \nu(E)
\end{align*}
so $\nu(E) = \mu(E)$ whenever $\mu(E) < \infty$.
Finally, if $\mu$ is $\sigma$-finite, then there exists $\seq{E_n} \subset \cm$ such that $E_n \upto X$ and $\mu(E_n) < \infty$ for all $n \in \natp$. For each $n \in \natp$, there exists $\bracsn{E_{n, k}}_{k = 1}^\infty \subset \alg$ such that $E_n \subset \bigcup_{k \in \natp}E_{n, k}$ and $\mu\paren{\bigcup_{k \in \natp}E_{n, k}} < \infty$. Let $F_n = \bigcup_{j = 1}^n \bigcup_{k \in \natp}E_{n, k}$, then $\seq{F_n} \subset \sigma(\alg) \subset \cm \cap \cn$ with $F_n \upto X$ and $\mu(F_n) < \infty$ for all $n \in \nat$. For any $E \in \cm \cap \cn$, by continuity from below (\ref{proposition:measure-properties}),
\[
\nu(E) = \limv{n}\nu(E \cap F_n) = \limv{n}\mu(E \cap F_n) = \mu(E)
\]
so $\nu_{\cm \cap \cn} = \mu_{\cm \cap \cn}$.
\end{proof}

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\section{Semifinite Measures}
\label{section:semifinite}
\begin{definition}[Semifinite]
\label{definition:semifinite-measure}
Let $(X, \cm, \mu)$ be a measure space, then the following are equivalent:
\begin{enumerate}
\item For any $E \in \cm$ with $\mu(E) = \infty$, there exists $F \subset E$ with $0 < \mu(F) < \infty$.
\item For any $E \in \cm$,
\[
\mu(E) = \sup\bracs{\mu(F)| F \in \cm, F \subset E, \mu(F) < \infty}
\]
\end{enumerate}
If the above holds, then $\mu$ is a \textbf{semifinite measure}.
\end{definition}
\begin{proof}
$(1) \Rightarrow (2)$: If $\mu(E) < \infty$, then the result holds directly. Assume that $\mu(E) = \infty$, and suppose for contradiction that
\[
M = \sup\bracs{\mu(F)| F \in \cm, F \subset E, \mu(F) < \infty} < \infty
\]
Let $\seq{F_n} \subset \cm$ such that $F \subset E$, $\mu(F) < \infty$, and $\mu(F_n) \upto M$. Let $F = \bigcup_{n \in \nat}F_n$, then $\mu(F) = M$, and $\mu(E \setminus F) = \infty$. By (1), there exists $G \in \cm$ with $G \subset E \setminus F$ and $0 < \mu(G) < \infty$. Thus $F \cup G \subset E$ with $M < \mu(F) + \mu(G) = \mu(F \cup G) < \infty$. This contradicts the fact that $M$ is the supremum.
\end{proof}
\begin{definition}[Semifinite Part]
\label{definition:semifinite-part}
Let $(X, \cm, \mu)$ be a measure space and
\[
\mu_0: \cm \to [0, \infty] \quad E \mapsto \sup\bracs{\mu(F)| F \in \cm, F \subset E, \mu(F) < \infty}
\]
then $\mu_0$ is a semifinite measure, and the \textbf{semifinite part} of $\mu$.
\end{definition}
\begin{proof}
Firstly, for any $F \in \cm$ with $\mu(F) < \infty$, $\mu(F) = \mu_0(F)$.
Let $\seq{E_n} \subset \cm$ be pairwise disjoint. For any $F \in \cm$ with $F \subset \bigsqcup_{n \in \natp}E_n$ and $\mu(F) < \infty$,
\[
\mu(F) = \sum_{n \in \natp}\mu(F \cap E_n) \le \sum_{n \in \natp}\mu_0(E_n)
\]
Thus $\mu_0\paren{\bigcup_{n \in \natp}E_n} \le \sum_{n \in \natp}\mu_0(E_n)$.
On the other hand, let $n \in \natp$ and $\seqf{F_k} \subset \cm$ such that $F_k \subset E_k$ for each $1 \le k \le n$ and $\mu(F_k) < \infty$, then $F = \bigsqcup_{k = 1}^n F_k \subset \bigsqcup_{k \in \natp}E_k$. Thus
\[
\sum_{k = 1}^n \mu(F_k) = \mu(F) \le \mu_0\paren{\bigsqcup_{k \in \natp}E_k}
\]
As this holds for all such $\seqf{F_k}$,
\[
\sum_{k = 1}^n \mu_0(E_k) \le \mu_0\paren{\bigsqcup_{k \in \natp}E_k}
\]
Since this holds for all $n \in \natp$,
\[
\sum_{n \in \natp}\mu_0(E_n) \le \mu_0\paren{\bigsqcup_{k \in \natp}E_k}
\]
\end{proof}

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\section{$\sigma$-Finite Measures}
\label{section:sigma-finite}
\begin{definition}[$\sigma$-Finite Measure]
\label{definition:sigma-finite}
Let $(X, \cm, \mu)$ be a measure space, then the following are equivalent:
\begin{enumerate}
\item There exists $\seq{E_n} \subset \cm$ pairwise disjoint such that $\bigsqcup_{n \in \nat}E_n = X$ and $\mu(E_n) < \infty$ for all $n \in \nat$.
\item There exists $\seq{E_n} \subset \cm$ such that $E_n \upto X$ and $\mu(E_n) < \infty$ for all $n \in \nat$.
\end{enumerate}
\end{definition}

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\section{Algebras}
\label{section:set-algebra}
\begin{definition}[Algebra]
\label{definition:algebra}
Let $X$ be a set and $\alg \subset 2^X$, then $\alg$ is an \textbf{algebra} if:
\begin{enumerate}
\item[(A1)] $\emptyset, X \in \alg$.
\item[(A2)] For any $A \in \alg$, $A^c \in \alg$.
\item[(A3)] For any $A, B \in \alg$, $A \cup B \in \alg$.
\end{enumerate}
\end{definition}
\begin{definition}[$\sigma$-Algebra]
\label{definition:sigma-algebra}
Let $X$ be a set and $\cm \subset 2^X$, then $\cm$ is a \textbf{$\sigma$-algebra} if:
\begin{enumerate}
\item[(A1)] $\emptyset, X \in \cm$.
\item[(A2)] For any $A \in \cm$, $A^c \in \cm$.
\item[(A3')] For any $\seq{A_n} \in \cm$, $\bigcup_{n \in \nat^+}A_n \in \cm$.
\end{enumerate}
\end{definition}
\begin{proposition}
\label{proposition:algebra-properties}
Let $X$ be a set and $\alg \subset 2^X$ be an algebra, then:
\begin{enumerate}
\item For any $A, B \in \alg$, $A \cap B \in \alg$.
\item For any $A, B \in \alg$, $A \setminus B \in \alg$.
\end{enumerate}
If $\alg$ is a $\sigma$-algebra, then:
\begin{enumerate}
\item[(1')] For any $\seq{A_n} \in \alg$, $\bigcap_{n \in \natp}A_n \in \alg$.
\end{enumerate}
\end{proposition}
\begin{proof}
(1, 1'): $\bigcap_{i \in I}A_i = \braks{\bigcup_{i \in I}A_i^c}^c$.
(2): $A \setminus B = A \cap B^c$.
\end{proof}
\begin{lemma}
\label{lemma:sigma-algebra-condition}
Let $X$ be a set and $\alg \subset 2^X$ be an algebra, then the following are equivalent:
\begin{enumerate}
\item For any $\seq{A_n} \subset \alg$, $\bigcup_{n \in \nat^+}A_n \in \alg$.
\item For any $\seq{A_n} \subset \alg$ with $A_n \subset A_{n+1}$ for all $n \in \natp$, $\bigcup_{n \in \natp}A_n \in \alg$.
\item For any $\seq{A_n} \subset \alg$ pairwise disjoint, $\bigsqcup_{n \in \natp}A_n \in \alg$.
\end{enumerate}
\end{lemma}
\begin{proof}
(2) $\Rightarrow$ (1): For each $n \in \nat$, let $B_n = \bigcup_{k = 1}^n A_n \in \alg$, then $\bigcup_{n \in \natp}A_n = \bigcup_{n \in \nat}B_n \in \alg$.
(3) $\Rightarrow$ (2): Denote $A_0 = \emptyset$ and $B_n = A_n \setminus A_{n-1}$, then $\seq{B_n} \subset \alg$ is pairwise disjoint and $\bigcup_{n \in \nat}A_n = \bigsqcup_{n \in \nat}B_n \in \alg$.
\end{proof}
\begin{definition}[Generated $\sigma$-Algebra]
\label{definition:generated-sigma-algebra}
Let $X$ be a set and $\ce \subset 2^X$, then the $\sigma$-algebra $\sigma(\ce)$ \textbf{generated by} $\ce$ is the smallest $\sigma$-algebra on $X$ containing $\ce$.
\end{definition}
\begin{definition}[Borel $\sigma$-Algebra]
\label{definition:borel-sigma-algebra}
Let $(X, \topo)$ be a topological space, then the \textbf{Borel $\sigma$-algebra} $\cb_X$ on $X$ is the $\sigma$-algebra generated by $\topo$.
\end{definition}

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\section{Elementary Families}
\label{section:elementary-families}
\begin{definition}[Elementary Family]
\label{definition:elementary-family}
Let $X$ be a set and $\ce \subset 2^X$, then $\ce$ is an \textbf{elementary family} if:
\begin{enumerate}
\item[(P1)] $\emptyset \in \mathcal{P}$.
\item[(P2)] For any $A, B \in \mathcal{P}$, $A \cap B \in \mathcal{P}$.
\item[(E1)] For any $E \in \ce$, there exists $\seqf{E_j} \subset \ce$ such that $E^c = \bigsqcup_{j = 1}^n E_j$.
\end{enumerate}
\end{definition}
\begin{proposition}[{{\cite[Proposition 1.7]{Folland}}}]
\label{proposition:elementary-family-algebra}
Let $X$ be a set and $\ce \subset 2^X$ be an elementary family, then
\[
\alg = \bracs{\bigsqcup_{i = 1}^n E_j \bigg | \seqf{E_j} \subset \text{ pairwise disjoint}}
\]
is an algebra.
\end{proposition}
\begin{proof}
(A1): By (P1) $\emptyset \in \ce$. By (E1), there exists $\seqf{E_j} \subset \ce$ such that $X = \emptyset^c = \bigsqcup_{j = 1}^nE_j \in \alg$.
(A2): Let $A = \bigsqcup_{j = 1}^n A_j \in \alg$. By including additional empty sets, assume without loss of generality that there exists $\bracs{E_{i, j}| 1 \le i \le n, 1 \le j \le m}$ such that $A_i^c = \bigsqcup_{j = 1}^m E_{i, j}$ for each $1 \le j \le n$. In which case,
\[
A^c = \bigcap_{i = 1}^n A_i^c = \bigcap_{i = 1}^n \bigsqcup_{j = 1}^m E_{i, j} = \bigsqcup_{\alpha \in [1, m]^n} \underbrace{\bigcap_{i = 1}^n E_{i, \alpha_i}}_{\in \ce} \in \ce
\]
(A3): Let $A = \bigsqcup_{j = 1}^n A_j, B = \bigsqcup_{j = 1}^m B_j \in \alg$, then
\[
A \cap B = \braks{\bigsqcup_{j = 1}^n A_j} \cap \braks{\bigsqcup_{j = 1}^m B_j} = \bigsqcup_{i = 1}^n \bigcup_{j = 1}^m \underbrace{A_i \cap B_j}_{\in \ce} \in \alg
\]
so $\alg$ is closed under intersections. Thus using (A2), $A \cup B = (A^c \cap B^c)^c \in \alg$.
\end{proof}

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\chapter{Set Systems}
\label{chap:set-system}
\input{./src/measure/sets/algebra.tex}
\input{./src/measure/sets/lambda.tex}
\input{./src/measure/sets/elementary.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 \ref{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 \ref{lemma:pi-lambda}, $\lambda(\mathcal{P})$ is a $\sigma$-algebra.
\end{proof}

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\chapter{Function Spaces}
\label{chap:function-spaces}
\input{./src/topology/functions/set-systems.tex}

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\section{Topology With Respect to Families of Sets}
\label{section:pointwise}
\begin{definition}[Set-Open Topology]
\label{definition:set-open}
Let $T$ be a set, $\mathfrak{S} \subset 2^T$ be a non-empty family of sets, and $(X, \topo)$ be a topological space. For each $S \in \mathfrak{S}$ and $U \subset X$ open, let
\[
M(S, U) = \bracs{f \in X^T| f(S) \subset U}
\]
and
\[
\ce(\mathfrak{S}, \topo) = \bracs{M(S, U)| S \in \mathfrak{S}, U \in \topo}
\]
then the topology generated by $\ce$ is the \textbf{$\mathfrak{S}$-open topology} on $T^X$.
If $\cb \subset \topo$ generates $\topo$, then $\ce(\mathfrak{S}, \cb)$ generates the $\mathfrak{S}$-open topology.
\end{definition}
\begin{definition}[Set Uniformity]
\label{definition:set-uniform}
Let $T$ be a set, $\mathfrak{S} \subset 2^T$ be a non-empty family of sets, and $(X, \fU)$ be a uniform space. For each $S \in \mathfrak{S}$ and $U \in \fU$, let
\[
E(S, U) = \bracs{(f, g) \in X^T|(f(x), g(x)) \in U \forall x \in S}
\]
and
\[
\mathfrak{E}(\mathfrak{S}, \fU) = \bracs{E(S, U)| S \in \mathfrak{S}, U \in \fU}
\]
then
\begin{enumerate}
\item $\mathfrak{E}(\mathfrak{S}, \fU)$ generates a uniformity $\fV$ on $X^T$.
\item The topology induced by $\fV$ is finer than the $\mathfrak{S}$-topology on $T^X$.
\item If $\mathfrak{S}$ is upward-directed with respect to inclusion, then $\mathfrak{E}(\mathfrak{S}, \fU)$ is forms a fundamental system of entourages for $\fV$.
\end{enumerate}
and the topology induced by $\fV$ is the \textbf{topology of uniform convergence on the sets $\mathfrak{S}$}, or the $\mathfrak{S}$-topology.
\end{definition}
\begin{proof}
(1): Since $\Delta \subset E(S, U)$ for all $S \in \mathfrak{S}$ and $U \in \fU$, $\mathfrak{E}(\mathfrak{S}, \fU)$ generates a uniformity on $X^T$.
(2): Let $U \subset X$ be open, then for each $x \in U$, there exists $V_x \in \fU$ such that $x \in V_x(x) \subset U$. In which case, $U = \bigcup_{x \in U}V_x(x)$ and $M(S, U) = \bigcup_{x \in U}M(S, V_x)(x)$.
(3): It is sufficient to verify
\begin{enumerate}
\item[(FB1)] For any $S, S' \in \mathfrak{S}$, there exists $T \in \mathfrak{S}$ with $T \supset S, S'$. In which case, for any $U, U' \in \fU$,
\[
E(T, U \cap U') \subset E(S \cup S', U \cap U') \subset E(S, U) \cap E(S', U')
\]
\item[(FB3)] For any $U \in \fU$, there exists $V \in \fV$ with $V \circ V \subset U$. Thus for any $S \in \mathfrak{S}$,
\[
E(S, V) \circ E(S, V) \subset E(S, V \circ V) \subset E(S, U)
\]
\end{enumerate}
By \ref{proposition:fundamental-entourage-criterion}, $\mathfrak{E}$ is a fundamental system of entourages for the uniformity that it generates.
\end{proof}

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@@ -1,5 +1,6 @@
\part{General Topology}
\label{part:-part-topology}
\label{part:topology}
\input{./src/topology/main/index.tex}
\input{./src/topology/uniform/index.tex}
\input{./src/topology/functions/index.tex}

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\label{definition:baire}
Let $X$ be a topological space, then the following are equivalent:
\begin{enumerate}
\item For any $\seq{A_n}$ nowhere dense, $\bigcup_{n \in \nat}A_n \subsetneq X$.
\item For any $\seq{A_n}$ closed with empty interior, $\bigcup_{n \in \nat}A_n \subsetneq X$.
\item For any $\seq{A_n}$ closed with $\bigcup_{n \in \nat}A_n = X$, there exists $N \in \nat$ such that $\bigcup_{n \le N}A_n$ has non-empty interior.
\item For any $\seq{U_n}$ open and dense, $\bigcap_{n \in \nat}U_n$ is dense.
\item For any $\seq{A_n}$ nowhere dense, $\bigcup_{n \in \nat^+}A_n \subsetneq X$.
\item For any $\seq{A_n}$ closed with empty interior, $\bigcup_{n \in \nat^+}A_n \subsetneq X$.
\item For any $\seq{A_n}$ closed with $\bigcup_{n \in \nat^+}A_n = X$, there exists $N \in \nat^+$ such that $\bigcup_{n \le N}A_n$ has non-empty interior.
\item For any $\seq{U_n}$ open and dense, $\bigcap_{n \in \nat^+}U_n$ is dense.
\end{enumerate}
If the above holds, then $X$ is a \textbf{Baire space}.
\end{definition}

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@@ -54,7 +54,7 @@
Conversely, if $\cb \subset 2^X$ is a family such that:
\begin{enumerate}
\item[(TB1)] For every $x \in X$, there exists $U \in \cb$ such that $x \in U$.
\item[(TB2)] For every $x \in X$ and $U, V \in \cb$ such that $x \in U \cap$, there exists $W \in \cb$ such that $x \in W \subset U \cap V$.
\item[(TB2)] For every $x \in X$ and $U, V \in \cb$ such that $x \in U \cap V$, there exists $W \in \cb$ such that $x \in W \subset U \cap V$.
\end{enumerate}
then $\topo(\cb)$ is a topology on $X$, and $\cb$ is a base for $\topo(\cb)$.
\end{definition}

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@@ -29,7 +29,7 @@
\begin{lemma}
\label{lemma:uniform-first-countable}
Let $X$ be a uniform space with a countable fundamental system of entourages, then there exists a countable fundamental system of symmetric entourages $\fB = \bracs{U_{1/2^n}|n \in \nat^+}$ such that $U_{1/2^{n+1}} \circ U_{1/2^{n+1}} \subset U_{1/2^n}$ for all $n \in \nat$.
Let $X$ be a uniform space with a countable fundamental system of entourages, then there exists a countable fundamental system of symmetric entourages $\fB = \bracs{U_{1/2^n}|n \in \nat^+}$ such that $U_{1/2^{n+1}} \circ U_{1/2^{n+1}} \subset U_{1/2^n}$ for all $n \in \nat^+$.
\end{lemma}
\begin{proof}
Let $\seq{V}$ be a countable fundamental system of entourages. By \ref{lemma:symmetricfundamentalentourage}, there exists a symmetric entourage $U_{1/2} \subset V_1$. Suppose inductively that $U_{1/2^n}$ has been constructed, then by (U2) and \ref{lemma:symmetricfundamentalentourage}, there exists a symmetric entourage $U_{1/2^{n+1}} \subset U_{1/2^n} \cap V$. Thus $\fB = \bracs{U_{1/2^n}|n \in \nat^+}$ is the desired family.