Added the Bochner integral.

This commit is contained in:
Bokuan Li
2026-03-17 15:16:13 -04:00
parent ae69a73fba
commit 37a5ce14bf
18 changed files with 379 additions and 99 deletions

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@@ -35,3 +35,4 @@
\begin{proof}
$(1) \Rightarrow (2)$: By continuity of $T$, there exists continuous seminorms $\seqf{[\cdot]_j}$ on $\seqf{E_j}$ such that for any $x \in \prod_{j = 1}^n E_j$, $\max_{1 \le j \le n}[x_j]_{E_j} < 1$ implies that $[Tx]_F < 1$. In which case, the inequality follows from linearity.
\end{proof}

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@@ -100,19 +100,31 @@
By \hyperref[Minkowski's Inequality]{theorem:minkowski}.
\end{proof}
\begin{proposition}
\label{proposition:dct-lp}
Let $(X, \cm, \mu)$ be a measure space, $E$ be a Banach space over $K \in \RC$, $p \in [1, \infty)$, $\seq{f_n} \subset L^p(X; E)$, and $f \in L^p(X; E)$. If
\begin{enumerate}
\item[(a)] $f_n \to f$ strongly pointwise.
\item[(b)] There exists $g \in L^p(X) \cap L^+(X)$ such that $\norm{f_n}_E \le g$ for all $n \in \natp$.
\end{enumerate}
then $f_n \to f$ in $L^p(X; E)$.
\end{proposition}
\begin{proof}
By assumptions $a$ and $b$, $\norm{f_n - f}_E \le 2g$ for all $n \in \natp$. Since $\seq{f_n} \subset L^p(X; E)$, $f \in L^p(X; E)$, and $g \in L^p(X)$, $\norm{f_n - f}_E^p, g^p \in L^1(X)$ for all $n \in \natp$. By the \hyperref[Dominated Convergence Theorem]{theorem:dct},
\[
\limv{n}\norm{f_n - f}_{L^p(X; E)}^p = \limv{n}\int \norm{f_n - f}_E d\mu = 0
\]
\end{proof}
\begin{proposition}
\label{proposition:lp-simple-dense}
Let $(X, \cm, \mu)$ be a measure space, $E$ be a normed space, and $p \in [1, \infty)$, then $\Sigma(X, \cm; E) \cap L^p(X; E)$ is dense in $L^p(X; E)$.
\end{proposition}
\begin{proof}
Let $f \in L^p(X; E)$. By \autoref{definition:strongly-measurable}, there exists $\seq{f_n} \subset \Sigma(X, \cm; E)$ such that $\norm{f_n}_E \le \norm{f}_E$ and $\norm{f_n - f}_E \to 0$ pointwise as $n \to \infty$.
For each $n \in \nat$, $\norm{f_n}_E \le \norm{f}_E$, so $\norm{f_n}_{L^p(X; E)} \le \norm{f}_{L^p(X; E)} < \infty$, and $\norm{f_n - f}_E \le 2\norm{f}_E$. By the \hyperref[Dominated Convergence Theorem]{theorem:dct},
\[
\limv{n}\int \norm{f_n - f}_E^p d\mu = \int \limv{n}\norm{f_n - f}_E^p d\mu = 0
\]
Therefore $\norm{f_n - f}_{L^p(X; E)} \to 0$ as $n \to \infty$.
Let $f \in L^p(X; E)$. By \autoref{definition:strongly-measurable}, there exists $\seq{f_n} \subset \Sigma(X, \cm; E)$ such that $\norm{f_n}_E \le \norm{f}_E$ and $\norm{f_n - f}_E \to 0$ strongly pointwise as $n \to \infty$. By the \hyperref[Dominated Convergence Theorem]{proposition:dct-lp}, $f_n \to f$ in $L^p(X; E)$.
\end{proof}
\begin{theorem}[Markov's Inequality]

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@@ -4,4 +4,5 @@
\input{./normed.tex}
\input{./absolute.tex}
\input{./linear.tex}
\input{./separable.tex}
\input{./multilinear.tex}

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@@ -12,3 +12,25 @@
\begin{proof}
By \autoref{proposition:lc-spaces-linear-map}.
\end{proof}
\begin{theorem}[Linear Extension Theorem (Normed)]
\label{theorem:linear-extension-theorem-normed}
Let $E$ be a normed vector space over $K \in \RC$, $F$ be a Banach space over $K$, $D \subset E$ be a dense subspace, and $T \in L(D; F)$, then:
\begin{enumerate}
\item There exists an extension $\ol T \in L(E; F)$ such that $\ol T|_D = T$.
\item $\normn{\ol T}_{L(E; F)} = \normn{T}_{L(D; F)}$.
\item[(U)] For any $S \in C(E; F)$ satisfying (1), $S = \ol T$.
\end{enumerate}
\end{theorem}
\begin{proof}
(1), (U): By \autoref{theorem:linear-extension-theorem-tvs}.
(2): Since $\ol{T}$ is continuous, the function
\[
N: E \to \real \quad x \mapsto \normn{\ol T}_{F} - \norm{T}_{L(D; F)}\cdot \norm{x}_E
\]
is continuous, so $\bracs{N \le 0} \supset D$ is closed. By density of $D$, $\bracs{N \le 0} = E$. Therefore $\normn{\ol T}_{L(E; F)} = \normn{T}_{L(D; F)}$.
\end{proof}

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@@ -86,3 +86,17 @@
so $\sup_{T \in \mathcal{T}}\norm{T}_{L(E; F)} \le 2n/r$.
\end{proof}
\begin{proposition}
\label{proposition:dual-norm}
Let $E$ be a normed space, then for any $x \in E$,
\[
\norm{x}_E = \sup_{\substack{\phi \in E^* \\ \norm{\phi}_{E^*} = 1}}\dpn{x, \phi}{E}
\]
\end{proposition}
\begin{proof}
For any $\phi \in E^*$ with $\norm{\phi}_{E^*} = 1$, $\dpn{x, \phi}{E} \le \norm{x}_E \cdot \norm{\phi}_{E^*} = \norm{x}_E$. On the other hand, by the \hyperref[Hahn-Banach Theorem]{proposition:hahn-banach-utility}, there exists $x \in E^*$ such that $\dpn{x, \phi}{E} = \norm{x}_E$ and $\norm{\phi}_{E^*} \le 1$.
\end{proof}

48
src/fa/norm/separable.tex Normal file
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@@ -0,0 +1,48 @@
\section{Separable Normed Spaces}
\label{section:separable-banach-space}
\begin{proposition}
\label{proposition:separable-dual}
Let $E$ be a separable normed space, then $E^*$ is separable with respect to the weak*-topology.
\end{proposition}
\begin{proof}
Let $\seq{x_n} \subset E$ be a dense subset and $S = \bracsn{\phi \in E^*| \norm{\phi}_{E^*} \le 1}$. For each $N \in \natp$, let
\[
T_N: S \to \real^N \quad \phi \mapsto (\dpn{x_1, \phi}{E}, \cdots, \dpn{x_N, \phi}{E})
\]
then since $\real^N$ is separable, there exists $\bracs{\phi_{N, k}}_{k = 1}^\infty \subset S$ such that $\bracs{T_N\phi_{N, k}}_{k = 1}^\infty$ is dense in $T_N(S)$.
Let $\phi \in S$, then for each $N \in \natp$, there exists $k_N \in \natp$ such that for each $1 \le n \le N$,
\[
|\dpn{x_n, \phi_{N, k_N}}{E} - \dpn{x_n, \phi}{E}| \le \frac{1}{n}
\]
Thus for each $N \in \natp$, $\dpn{x_n, \phi_{N, k_N}}{E} \to \dpn{x_n, \phi}{E}$ as $N \to \infty$. Since $\phi_{N, k_N} \to \phi$ pointwise on a dense subset of $E$, and $\bracsn{\phi_{N, k_N}|N \in \natp} \subset S$ is uniformly equicontinuous, $\phi_{N, k_N} \to \phi$ in the weak*-topology by \autoref{proposition:strong-operator-dense}.
\end{proof}
\begin{proposition}
\label{proposition:separable-banach-borel-sigma-algebra}
Let $E$ be a separable normed space, then the Borel $\sigma$-algebra on $E$ is generated by the following families of sets:
\begin{enumerate}
\item Open sets in $E$ with respect to the strong topology.
\item $\bracs{B(x, r)|x \in E, r > 0}$.
\item $\bracsn{\ol{B(x, r)}|x \in E, r > 0}$.
\item Open sets in $E$ with respect to the weak topology.
\end{enumerate}
\end{proposition}
\begin{proof}
(1) $\Leftrightarrow$ (2) $\Leftrightarrow$ (3): By \autoref{proposition:separable-metric-borel-sigma-algebra}.
(4) $\subset$ (1): Every weakly open set is strongly open.
(2) $\subset$ (4): By \autoref{proposition:seminorm-lsc}, $\norm{\cdot}_E: E \to [0, \infty)$ is Borel measurable with respect to the weak topology. For any $x \in E$, let
\[
\phi_x: E \to [0, \infty) \quad y \mapsto \norm{x - y}_E
\]
then $\phi_x$ is Borel measurable with respect to the weak topology, so $B(x, r) = \bracs{\phi_x < r}$ is a Borel set with respect to the weak topology.
\end{proof}

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@@ -51,3 +51,30 @@
\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{theorem}[Linear Extension Theorem (TVS)]
\label{theorem:linear-extension-theorem-tvs}
Let $E$ be a TVS over $K \in \RC$, $F$ be a complete Hausdorff TVS over $K$, $D \subset E$ be a dense subspace, and $T \in L(D; F)$, then:
\begin{enumerate}
\item There exists an extension $\ol T \in L(E; F)$ such that $\ol T|_D = T$.
\item[(U)] For any $S \in C(E; F)$ satisfying (1), $S = \ol T$.
\end{enumerate}
\end{theorem}
\begin{proof}
By (3) of \autoref{definition:continuous-linear}, $T \in UC(D; F)$. By \autoref{theorem:uniform-continuous-extension}, there exists a unique $\ol T \in C(E; F)$ such that $\ol T|_D = T$.
It remains to show that $\ol T$ is linear. Since $\ol T$ is continuous, the maps
\[
A: E \times E \to E \quad (x, y) \mapsto \ol Tx + \ol Ty - \ol T(x + y)
\]
and
\[
M: K \times E \to E \quad (\lambda x) \mapsto \lambda \ol Tx - Tx
\]
are continuous. Thus $\bracs{A = 0} \supset D \times D$ and $\bracs{M = 0} \supset K \times D$ are both closed. By density of $D$, $\bracs{A = 0} = E \times E$ and $\bracs{M = 0} = K \times E$. Therefore $T$ is linear.
\end{proof}

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@@ -153,14 +153,34 @@
\begin{definition}[Strong Operator Topology]
\label{definition:strong-operator-topology}
Let $E, F$ be TVSs over $K \in \RC$, $\fF \subset 2^E$ be the collection of finite subsets of $E$, then the $\fF$-uniform topology on $L(E; F)$ is the \textbf{strong operator topology}.
Let $E, F$ be TVSs over $K \in \RC$, $\fF \subset 2^E$ be the collection of finite subsets of $E$, then the $\fF$-uniform topology on $F^E$ is the \textbf{strong operator topology}.
The space $L_s(E; F)$ denotes $L(E; F)$ equipped with the strong operator topology.
\end{definition}
\begin{proposition}
\label{proposition:strong-operator-dense}
Let $E, F$ be TVSs over $K \in \RC$ and $\net{T} \subset L(E; F)$ and $T \in L_s(E; F)$. If
\begin{enumerate}
\item[(a)] There exists a dense subset $S \subset E$ such that $T_\alpha x \to Tx$ strongly for all $x \in S$.
\item[(b)] $\bracs{T_\alpha|\alpha \in A}$ is uniformly equicontinuous.
\end{enumerate}
then $T_\alpha \to T$ in $L_s(E; F)$.
\end{proposition}
\begin{proof}
Let $x \in E$, $U \in \cn_F(Tx)$, and $V \in \cn_F(Tx)$ be balanced such that $V + V + V \subset U$. By (b), there exists a balanced neighbourhood $W \in \cn_E(0)$ such that $T(W) \cup \bigcup_{\alpha \in A}T_\alpha(W) \subset V$. By (a), there exists $y \in S \cap (x + W)$ and $\alpha_0 \in A$ such that for all $\alpha \ge \alpha_0$, $T_\alpha y - Ty \in V$. In which case, for any $\alpha \ge \alpha_0$,
\[
T_\alpha x - Tx = \underbrace{T_\alpha x - T_\alpha y}_{\in V} + \underbrace{T_\alpha y - Ty}_{\in V} + \underbrace{Ty - Tx}_{\in V} \in U
\]
\end{proof}
\begin{definition}[Weak Operator Topology]
\label{definition:weak-operator-topology}
Let $E, F$ be TVSs over $K \in \RC$, $\fF \subset 2^E$ be the collection of finite subsets of $E$, then the $\fF$-uniform topology on $L(E; F_w)$ is the \textbf{weak operator topology}.
Let $E, F$ be TVSs over $K \in \RC$, $\fF \subset 2^E$ be the collection of finite subsets of $E$, then the $\fF$-uniform topology on $F_w^E$ is the \textbf{weak operator topology}.
The space $L_w(E; F) = L_s(E; F_w)$ denotes $L(E; F)$ equipped with the weak operator topology.
\end{definition}