Added the Bochner integral.
This commit is contained in:
@@ -8,7 +8,7 @@
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f(b) - f(a) - \sum_{k = 1}^n \frac{1}{k!}D^kf(a)(b - a)^k
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\]
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is contained in the closed convex hull\footnote{It may be possible to sharpen the below claim to include the $1/(n+1)!$ factor. However, I was not able to follow the proof for this.} of
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is contained in the closed convex hull of
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\[
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\bracs{D^{n+1}f(s)(t - a)^{n+1} | s \in (a, b) \setminus N, t \in [a, b]}
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\]
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@@ -35,3 +35,4 @@
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\begin{proof}
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$(1) \Rightarrow (2)$: 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.
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\end{proof}
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@@ -100,19 +100,31 @@
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By \hyperref[Minkowski's Inequality]{theorem:minkowski}.
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\end{proof}
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\begin{proposition}
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\label{proposition:dct-lp}
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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
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\begin{enumerate}
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\item[(a)] $f_n \to f$ strongly pointwise.
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\item[(b)] There exists $g \in L^p(X) \cap L^+(X)$ such that $\norm{f_n}_E \le g$ for all $n \in \natp$.
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\end{enumerate}
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then $f_n \to f$ in $L^p(X; E)$.
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\end{proposition}
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\begin{proof}
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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},
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\[
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\limv{n}\norm{f_n - f}_{L^p(X; E)}^p = \limv{n}\int \norm{f_n - f}_E d\mu = 0
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\]
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\end{proof}
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\begin{proposition}
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\label{proposition:lp-simple-dense}
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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 $L^p(X; E)$.
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\end{proposition}
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\begin{proof}
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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 $n \to \infty$.
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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},
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\[
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\limv{n}\int \norm{f_n - f}_E^p d\mu = \int \limv{n}\norm{f_n - f}_E^p d\mu = 0
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\]
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Therefore $\norm{f_n - f}_{L^p(X; E)} \to 0$ as $n \to \infty$.
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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 $L^p(X; E)$.
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\end{proof}
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\begin{theorem}[Markov's Inequality]
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@@ -4,4 +4,5 @@
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\input{./normed.tex}
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\input{./absolute.tex}
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\input{./linear.tex}
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\input{./separable.tex}
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\input{./multilinear.tex}
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@@ -12,3 +12,25 @@
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\begin{proof}
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By \autoref{proposition:lc-spaces-linear-map}.
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\end{proof}
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\begin{theorem}[Linear Extension Theorem (Normed)]
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\label{theorem:linear-extension-theorem-normed}
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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:
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\begin{enumerate}
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\item There exists an extension $\ol T \in L(E; F)$ such that $\ol T|_D = T$.
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\item $\normn{\ol T}_{L(E; F)} = \normn{T}_{L(D; F)}$.
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\item[(U)] For any $S \in C(E; F)$ satisfying (1), $S = \ol T$.
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\end{enumerate}
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\end{theorem}
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\begin{proof}
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(1), (U): By \autoref{theorem:linear-extension-theorem-tvs}.
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(2): Since $\ol{T}$ is continuous, the function
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\[
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N: E \to \real \quad x \mapsto \normn{\ol T}_{F} - \norm{T}_{L(D; F)}\cdot \norm{x}_E
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\]
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is continuous, so $\bracs{N \le 0} \supset D$ is closed. By density of $D$, $\bracs{N \le 0} = E$. Therefore $\normn{\ol T}_{L(E; F)} = \normn{T}_{L(D; F)}$.
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\end{proof}
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@@ -86,3 +86,17 @@
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so $\sup_{T \in \mathcal{T}}\norm{T}_{L(E; F)} \le 2n/r$.
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\end{proof}
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\begin{proposition}
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\label{proposition:dual-norm}
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Let $E$ be a normed space, then for any $x \in E$,
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\[
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\norm{x}_E = \sup_{\substack{\phi \in E^* \\ \norm{\phi}_{E^*} = 1}}\dpn{x, \phi}{E}
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\]
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\end{proposition}
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\begin{proof}
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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 $\norm{\phi}_{E^*} \le 1$.
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\end{proof}
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48
src/fa/norm/separable.tex
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48
src/fa/norm/separable.tex
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@@ -0,0 +1,48 @@
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\section{Separable Normed Spaces}
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\label{section:separable-banach-space}
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\begin{proposition}
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\label{proposition:separable-dual}
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Let $E$ be a separable normed space, then $E^*$ is separable with respect to the weak*-topology.
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\end{proposition}
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\begin{proof}
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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
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\[
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T_N: S \to \real^N \quad \phi \mapsto (\dpn{x_1, \phi}{E}, \cdots, \dpn{x_N, \phi}{E})
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\]
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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 $T_N(S)$.
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Let $\phi \in S$, then for each $N \in \natp$, there exists $k_N \in \natp$ such that for each $1 \le n \le N$,
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\[
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|\dpn{x_n, \phi_{N, k_N}}{E} - \dpn{x_n, \phi}{E}| \le \frac{1}{n}
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\]
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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}.
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\end{proof}
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\begin{proposition}
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\label{proposition:separable-banach-borel-sigma-algebra}
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Let $E$ be a separable normed space, then the Borel $\sigma$-algebra on $E$ is generated by the following families of sets:
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\begin{enumerate}
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\item Open sets in $E$ with respect to the strong topology.
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\item $\bracs{B(x, r)|x \in E, r > 0}$.
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\item $\bracsn{\ol{B(x, r)}|x \in E, r > 0}$.
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\item Open sets in $E$ with respect to the weak topology.
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\end{enumerate}
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\end{proposition}
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\begin{proof}
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(1) $\Leftrightarrow$ (2) $\Leftrightarrow$ (3): By \autoref{proposition:separable-metric-borel-sigma-algebra}.
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(4) $\subset$ (1): Every weakly open set is strongly open.
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(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
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\[
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\phi_x: E \to [0, \infty) \quad y \mapsto \norm{x - y}_E
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\]
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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.
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\end{proof}
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@@ -51,3 +51,30 @@
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\end{enumerate}
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The uniformity $\fU$ and its induced topology are the \textbf{product uniformity/topology}, and $E$ equipped with $\fU$ is the \textbf{product TVS} of $\seqi{E}$.
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\end{definition}
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\begin{theorem}[Linear Extension Theorem (TVS)]
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\label{theorem:linear-extension-theorem-tvs}
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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:
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\begin{enumerate}
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\item There exists an extension $\ol T \in L(E; F)$ such that $\ol T|_D = T$.
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\item[(U)] For any $S \in C(E; F)$ satisfying (1), $S = \ol T$.
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\end{enumerate}
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\end{theorem}
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\begin{proof}
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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 $\ol T|_D = T$.
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It remains to show that $\ol T$ is linear. Since $\ol T$ is continuous, the maps
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\[
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A: E \times E \to E \quad (x, y) \mapsto \ol Tx + \ol Ty - \ol T(x + y)
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\]
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and
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\[
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M: K \times E \to E \quad (\lambda x) \mapsto \lambda \ol Tx - Tx
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\]
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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.
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\end{proof}
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@@ -153,14 +153,34 @@
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\begin{definition}[Strong Operator Topology]
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\label{definition:strong-operator-topology}
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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}.
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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}.
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The space $L_s(E; F)$ denotes $L(E; F)$ equipped with the strong operator topology.
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\end{definition}
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\begin{proposition}
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\label{proposition:strong-operator-dense}
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Let $E, F$ be TVSs over $K \in \RC$ and $\net{T} \subset L(E; F)$ and $T \in L_s(E; F)$. If
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\begin{enumerate}
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\item[(a)] There exists a dense subset $S \subset E$ such that $T_\alpha x \to Tx$ strongly for all $x \in S$.
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\item[(b)] $\bracs{T_\alpha|\alpha \in A}$ is uniformly equicontinuous.
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\end{enumerate}
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then $T_\alpha \to T$ in $L_s(E; F)$.
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\end{proposition}
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\begin{proof}
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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 $\alpha \ge \alpha_0$,
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\[
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T_\alpha x - Tx = \underbrace{T_\alpha x - T_\alpha y}_{\in V} + \underbrace{T_\alpha y - Ty}_{\in V} + \underbrace{Ty - Tx}_{\in V} \in U
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\]
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\end{proof}
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\begin{definition}[Weak Operator Topology]
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\label{definition:weak-operator-topology}
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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}.
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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}.
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The space $L_w(E; F) = L_s(E; F_w)$ denotes $L(E; F)$ equipped with the weak operator topology.
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\end{definition}
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60
src/measure/bochner-integral/bochner.tex
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60
src/measure/bochner-integral/bochner.tex
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@@ -0,0 +1,60 @@
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\section{The Bochner Integral}
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\label{section:bochner-integral}
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\begin{definition}[Bochner Integral]
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\label{definition:bochner-integral}
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Let $(X, \cm, \mu)$ be a measure space and $E$ be a Banach space over $K \in \RC$, then there exists a unique $I \in L(L^1(X; E); E)$ such that:
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\begin{enumerate}
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\item For any $x \in E$ and $A \in \cm$ with $\mu(A) < \infty$, $I(x \cdot \one_A) = x \cdot \mu(A)$.
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\item For all $f \in L^1(X; E)$, $\norm{If}_E \le \int \norm{f}_E d\mu$.
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\end{enumerate}
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For any $f \in L^1(X; E)$, $If = \int f d\mu$ is the \textbf{Bochner integral} of $f$.
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\end{definition}
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\begin{proof}
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(1): For any $\phi \in \Sigma(X; E) \cap L^1(X; E)$, let
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\[
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I\phi = \sum_{y \in \phi(X)}^n y \cdot \mu\bracs{\phi = y}
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\]
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For any $\lambda \in K$, if $\lambda \ne 0$, then the mapping $x \mapsto \lambda x$ is a bijection, so
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\[
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I(\lambda \phi) = \sum_{\lambda y \in \lambda \phi(X)}^n (\lambda y) \cdot \mu\bracs{\lambda \phi = \lambda y}
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= \lambda \sum_{y \in \phi(X)}y \cdot \mu\bracs{\phi = y} = \lambda I\phi
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\]
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If $\lambda = 0$, then $I(\lambda \phi) = I(0) = 0$.
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Let $\phi, \psi \in \Sigma(X; E) \cap L^1(X; E)$, then
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\begin{align*}
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I\phi + I\psi &= \sum_{y \in \phi(X)}y \cdot \mu\bracs{\phi = y} + \sum_{z \in \psi(X)}z \cdot \mu\bracs{\psi = z} \\
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&= \sum_{y \in \phi(X)} \sum_{z \in \psi(X)} (y + z) \cdot \mu\bracs{\phi = y, \psi = z} \\
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&= \sum_{y \in (\phi + \psi)(X)}\sum_{{z \in \phi(X) \atop {z' \in \psi(X) \atop z + z' = y}}}(z + z') \cdot \mu\bracsn{\phi = g, \psi = z'} \\
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&= \sum_{y \in (\phi + \psi)(X)}y \cdot \mu(\bracs{\phi + \psi = y}) = I\phi + I\psi
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\end{align*}
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so $I$ is a linear operator on $\Sigma(X; E) \cap L^1(X; E)$ that satisfies (1).
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(2): For any $\phi \in \Sigma(X; E) \cap L^1(X; E)$,
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\[
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\norm{I\phi}_E \le \sum_{y \in \phi(X)}\norm{y}_E \cdot \mu\bracs{\phi = y} = \int \norm{\phi}_E d\mu = \norm{\phi}_{L^1(X; E)}
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\]
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By \autoref{proposition:lp-simple-dense}, $\Sigma(X; E) \cap L^1(X; E)$ is dense in $L^1(X; E)$. Therefore by the \hyperref[Linear Extension Theorem]{theorem:linear-extension-theorem-normed}, $I$ admits a unique norm-preserving extension to $L^1(X; E)$.
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\end{proof}
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\begin{theorem}[Dominated Convergence Theorem]
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\label{theorem:dct-bochner}
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Let $(X, \cm, \mu)$ be a measure spacs, $E$ be a Banach space over $K \in \RC$, $\seq{f_n} \subset L^1(X; E)$, and $f \in L^1(X; E)$. If
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\begin{enumerate}
|
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\item[(a)] $f_n \to f$ strongly pointwise.
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\item[(b)] There exists $g \in L^1(X) \cap L^+(X)$ such that $\norm{f_n}_E \le g$ for all $n \in \natp$.
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\end{enumerate}
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then $\int f d\mu = \limv{n}\int f_n d\mu$.
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\end{theorem}
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\begin{proof}
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By the classical \hyperref[Dominated Convergence Theorem]{proposition:dct-lp}, $f_n \to f$ in $L^1(X; E)$. Since $h \mapsto \int h d\mu$ is a bounded linear operator, $\int f d\mu = \limv{n}\int f_n d\mu$.
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\end{proof}
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@@ -2,3 +2,4 @@
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\label{chap:bochner-integral}
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\input{./strongly.tex}
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\input{./bochner.tex}
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@@ -6,16 +6,22 @@
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Let $(X, \cm)$ be a measurable space, $E$ be a normed vector space over $K \in \RC$, and $f: X \to E$, then the following are equivalent:
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\begin{enumerate}
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\item For each $\phi \in E^*$, $\phi \circ f$ is $(\cm, \cb_K)$-measurable and $f(X) \subset E$ is separable.
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\item $f$ is $(\cm, \cb_E)$ measurable and $f(X) \subset E$ is separable.
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\item $f$ is $(\cm, \cb_E)$-measurable and $f(X) \subset E$ is separable.
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\item There exists a sequence $\seq{f_n} \subset \Sigma(X, \cm; E)$ such that
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\begin{enumerate}
|
||||
\item[(a)] For each $n \in \natp$, $\norm{f_n}_E \le \norm{f}_E$.
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\item[(b)] $\norm{f_n(x) - f(x)}_E \to 0$ pointwise as $n \to \infty$.
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||||
\end{enumerate}
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||||
\end{enumerate}
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|
||||
If the above holds, then $f$ is a \textbf{strongly measurable} function.
|
||||
\end{definition}
|
||||
\begin{proof}
|
||||
(1) $\Rightarrow$ (2): TODO
|
||||
(1) $\Rightarrow$ (2): First suppose that $E$ is separable. By \autoref{proposition:separable-banach-borel-sigma-algebra}, the Borel $\sigma$-algebra on $E$ coincides with the $\sigma$-algebra on $E$ generated by the weak topology. Thus if $\phi \circ f$ is $(\cm, \cb_K)$-measurable for all $\phi \in E^*$, then $f$ is $(\cm, \cb_E)$-measurable.
|
||||
|
||||
Now suppose that $E$ is arbitrary. Let $F \subset E$ be the closure of the linear span of $f(X)$, then $F$ is a separable closed subspace of $E$. For any $\phi \in F^*$, by the \hyperref[Hahn-Banch Theorem]{theorem:hahn-banach}, there exists an extension $\Phi \in E^*$ of $\phi$. In which case, since $f(X) \subset F$, for any Borel set $B \in \cb_{K}$, $\bracs{\phi \circ f \in B} = \bracs{\Phi \circ f \in B} \in \cm$. Thus $\phi \circ f$ is $(\cm, \cb_K)$-measurable for all $\phi \in E^*$.
|
||||
|
||||
By the separable case, $f$ is $(\cm, \cb_{F})$-measurable. Let $B \in \cb_E$, then $B \cap F \in \cb_F$ by \autoref{lemma:borel-induced}. Therefore $\bracs{f \in B} = \bracs{f \in B \cap F} \in \cm$, and $f$ is $(\cm, \cb_E)$-measurable.
|
||||
|
||||
(2) $\Rightarrow$ (3): By \autoref{proposition:measurable-simple-separable-norm}.
|
||||
|
||||
@@ -26,3 +32,21 @@
|
||||
|
||||
and each $f_n$ is finitely-valued, $f(X)$ is separable.
|
||||
\end{proof}
|
||||
|
||||
\begin{proposition}
|
||||
\label{proposition:strongly-measurable-properties}
|
||||
Let $(X, \cm)$ be a measurable space, $E$ be a normed vector space over $K \in \RC$, then:
|
||||
\begin{enumerate}
|
||||
\item For any strongly measurable functions $f, g: X \to E$ and $\lambda \in K$, $\lambda f + g$ is strongly measurable.
|
||||
\item For any strongly measurable functions $\bracs{f_n: X \to E|n \in \natp}$ and $f: X \to E$, if $f_n \to f$ strongly pointwise, then $f$ is strongly measurable.
|
||||
\end{enumerate}
|
||||
|
||||
\end{proposition}
|
||||
\begin{proof}
|
||||
(1): Since $x \mapsto \lambda$ is continuous, $\lambda f$ is strongly measurable by (2) of \autoref{definition:strongly-measurable}.
|
||||
|
||||
By (3) of \autoref{definition:strongly-measurable}, there exists $\seq{f_n}, \seq{g_n} \subset \Sigma(X, \cm; E)$ such that $f_n \to f$ and $g_n \to g$ strongly pointwise. In which case, $\seq{f_n + g_n} \subset \Sigma(X, \cm; E)$ and $f_n + g_n \to f + g$ strongly pointwise. Therefore $f + g$ is also strongly measurable.
|
||||
|
||||
(2): By \autoref{proposition:metric-measurable-limit}, $f$ is $(\cm, \cb_E)$-measurable. Since $f(X) \subset \overline{\bigcup_{n \in \natp}}f_n(X)$, $f(X)$ is also separable, so $f$ is strongly measurable by (1) of \autoref{definition:strongly-measurable}.
|
||||
\end{proof}
|
||||
|
||||
|
||||
@@ -8,7 +8,7 @@
|
||||
|
||||
\begin{definition}[Integral of Non-Negative Simple Functions]
|
||||
\label{definition:lebesgue-simple}
|
||||
Let $(X, \cm, \mu)$ be a measure space and $f = \sum_{y \in f(X)}y \cdot \one_{\bracs{f = y}} \in \Sigma^+(X, \cm)$ be a non-negative simple function in standard form, then\footnote{With the convention that $0 \cdot \infty = 0$.}
|
||||
Let $(X, \cm, \mu)$ be a measure space and $f = \sum_{y \in f(X)}y \cdot \one_{\bracs{f = y}} \in \Sigma^+(X, \cm)$ be a non-negative simple function in standard form, then (with the convention that $0 \cdot \infty = 0$)
|
||||
\[
|
||||
\int f d\mu = \int f(x) \mu(dx) = \sum_{y \in f(X)}y \cdot \mu(\bracs{f = y})
|
||||
\]
|
||||
|
||||
@@ -71,7 +71,7 @@
|
||||
|
||||
\begin{proposition}
|
||||
\label{proposition:measurable-simple-separable}
|
||||
Let $(X, \cm)$ be a measurable space, $Y$ be a separable metric space, and $N: Y \to 2^Y$\footnote{This mapping is typically obtained as slices of the level sets of a continuous function $Y \times Y \to \real$.} such that
|
||||
Let $(X, \cm)$ be a measurable space, $Y$ be a separable metric space, and $N: Y \to 2^Y$ such that
|
||||
\begin{enumerate}
|
||||
\item[(a)] For each $y \in Y$, $y \in \ol{N(y)^o}$.
|
||||
\item[(b)] $\bigcap_{y \in Y}N(y) \ne \emptyset$.
|
||||
|
||||
@@ -13,7 +13,7 @@
|
||||
\label{lemma:kolmogorov-compact-sequence}
|
||||
Let $\seq{X_n}$ be topological spaces where for each $n \in \natp$,
|
||||
\begin{enumerate}
|
||||
\item[(a)] Every finite measure on $\prod_{j = 1}^n X_j$ is regular\footnote{A potential sufficient condition for this is that each $X_n$ is LCH where every open set is $\sigma$-compact. However, I have yet to verify if this condition persists over products.}.
|
||||
\item[(a)] Every finite measure on $\prod_{j = 1}^n X_j$ is regular.
|
||||
\item[(b)] $X_n$ is Hausdorff.
|
||||
\item[(c)] $X_n$ is separable.
|
||||
\end{enumerate}
|
||||
|
||||
@@ -72,90 +72,14 @@
|
||||
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}[Induced $\sigma$-Algebra]
|
||||
\label{definition:}
|
||||
Let $X$ be a set, $\cm \subset 2^X$ be a $\sigma$-algebra over $X$, and $E \subset X$, then the collection
|
||||
\[
|
||||
\cm_E = \bracs{A \cap E|A \in \cm}
|
||||
\]
|
||||
|
||||
\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 $\topo$.
|
||||
is the \textbf{$\sigma$-algebra on $E$ induced by $\cm$}.
|
||||
\end{definition}
|
||||
|
||||
|
||||
\begin{definition}[Borel $\sigma$-Algebra on $\ol{\real}$]
|
||||
\label{definition:borel-sigma-algebra-extended}
|
||||
The family
|
||||
\[
|
||||
\cb_{\ol{\real}} = \bracsn{E \subset \ol \real| E \cap \real \in \cb_\real}
|
||||
\]
|
||||
|
||||
is the \textbf{Borel $\sigma$-algebra} on $\ol{\real}$.
|
||||
\end{definition}
|
||||
|
||||
|
||||
\begin{proposition}
|
||||
\label{proposition:borel-sigma-real-generators}
|
||||
The following families of sets generate the Borel $\sigma$-algebra on $\real$:
|
||||
\begin{enumerate}
|
||||
\item $\bracs{(-\infty, a]| a \in \real}$.
|
||||
\item $\bracs{(a, \infty)|a \in \real}$.
|
||||
\item $\bracs{[a, \infty)| a \in \real}$.
|
||||
\item $\bracs{(-\infty, a)| a \in \real}$.
|
||||
\item $\bracs{[a, b)| -\infty < a < b < \infty}$.
|
||||
\item $\bracs{[a, b]| -\infty < a < b < \infty}$.
|
||||
\item $\bracs{(a, b]| -\infty < a < b < \infty}$.
|
||||
\item $\bracs{(a, b)| -\infty < a < b < \infty}$.
|
||||
\end{enumerate}
|
||||
\end{proposition}
|
||||
\begin{proof}
|
||||
It is sufficient to show that the $\sigma$-algebra generated by any of the above two families coincide, and that the resulting $\sigma$-algebra is the Borel $\sigma$-algebra on $\real$.
|
||||
|
||||
(1) $\to$ (2): For any $a \in \real$, $(a, \infty) = (-\infty, a)^c$.
|
||||
|
||||
(2) $\to$ (3): For any $a \in \real$, $[a, \infty) = \bigcap_{n \in \natp}(a - 1/n, \infty)$.
|
||||
|
||||
(3) $\to$ (4): For any $a \in \real$, $(-\infty, a) = [a, \infty)^c$.
|
||||
|
||||
(4) $\to$ (5): For any $a, b \in \real$, $[a, b) = (-\infty, b) \cap (-\infty, a)^c$.
|
||||
|
||||
(5) $\to$ (6): For any $a, b \in \real$, $[a, b]= \bigcap_{n \in \natp}(a - 1/n, b]$.
|
||||
|
||||
(6) $\to$ (7): For any $a, b \in \real$, $(a, b] = \bigcup_{n \in \natp}[a + 1/n, b]$.
|
||||
|
||||
(7) $\to$ (8): For any $a, b \in \real$, $(a, b) = \bigcup_{n \in \natp}(a, b - 1/n]$.
|
||||
|
||||
(8) $\to$ (1): For any $a \in \real$, $(-\infty, a] = \bigcup_{n \in \natp}\bigcap_{k \in \natp}(-n, a + 1/k]$.
|
||||
|
||||
For any $U \subset X$ open and $q \in U \cap \rational$, there exists $r_q > 0$ such that $(q - r_q, q + r_q) \subset U$. In which case,
|
||||
\[
|
||||
U = \bigcup_{q \in U \cap \rational}(q - r_q, q + r_q)
|
||||
\]
|
||||
|
||||
so (8) generates all open sets in $\real$. Conversely, every element of (8) is open, so the $\sigma$-algebra generated by (8) is the Borel $\sigma$-algebra on $\real$.
|
||||
\end{proof}
|
||||
|
||||
\begin{proposition}
|
||||
\label{proposition:borel-sigma-extended-generators}
|
||||
The following families of sets generate the Borel $\sigma$-algebra on $\ol \real$:
|
||||
\begin{enumerate}
|
||||
\item $\bracs{[-\infty, a]| a \in \real}$.
|
||||
\item $\bracs{(a, \infty]|a \in \real}$.
|
||||
\item $\bracs{[a, \infty]| a \in \real}$.
|
||||
\item $\bracs{[-\infty, a)| a \in \real}$.
|
||||
\end{enumerate}
|
||||
\end{proposition}
|
||||
\begin{proof}
|
||||
(1) $\to$ (2): For any $a \in \real$, $(a, \infty] = [-\infty, a]^c$.
|
||||
|
||||
(2) $\to$ (3): For any $a \in \real$, $[a, \infty] = \bigcap_{n \in \natp}(a - 1/n, \infty]$.
|
||||
|
||||
(3) $\to$ (4): For any $a \in \real$, $[-\infty, a) = [a, \infty]^c$.
|
||||
|
||||
(4) $\to$ (1): For any $a \in \real$, $[-\infty, a] = \bigcap_{n \in \natp}[-\infty, a + 1/n)$.
|
||||
|
||||
By definition, all elements of (1), (2), (3), and (4) belong to $\cb_{\ol{\real}}$. Let $\cm$ be the $\sigma$-algebra generated by (1), (2), (3), and (4), then
|
||||
\[
|
||||
\bracs{\infty} = \bigcap_{n \in \nat}[n, \infty] \quad \bracs{-\infty} = \bigcap_{n \in \nat}[-\infty, n]
|
||||
\]
|
||||
|
||||
are elements of $\cm$. For any $a \in \real$, $(a, \infty) = (a, \infty] \setminus \bracs{\infty}$, so $\cm \supset \cb_\real$ by \autoref{proposition:borel-sigma-real-generators}.
|
||||
|
||||
In addition, for any $E \in \cb_{\ol{\real}}$, $E = (E \cap \real) \cup (E \setminus \real)$, where $E \cap \real \in \cb_\real$. Since $\bracs{\infty}, \bracs{-\infty} \in \cm$ and $\cb_\real \subset \cm$, $E \in \cm$ and $\cm = \cb_{\ol \real}$.
|
||||
\end{proof}
|
||||
|
||||
125
src/measure/sets/borel.tex
Normal file
125
src/measure/sets/borel.tex
Normal file
@@ -0,0 +1,125 @@
|
||||
\section{The Borel $\sigma$-Algebra}
|
||||
\label{section:borel-sigma-algebra}
|
||||
|
||||
|
||||
\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}
|
||||
|
||||
|
||||
\begin{definition}[Borel $\sigma$-Algebra on $\ol{\real}$]
|
||||
\label{definition:borel-sigma-algebra-extended}
|
||||
The family
|
||||
\[
|
||||
\cb_{\ol{\real}} = \bracsn{E \subset \ol \real| E \cap \real \in \cb_\real}
|
||||
\]
|
||||
|
||||
is the \textbf{Borel $\sigma$-algebra} on $\ol{\real}$.
|
||||
\end{definition}
|
||||
|
||||
|
||||
\begin{proposition}
|
||||
\label{proposition:borel-sigma-real-generators}
|
||||
The following families of sets generate the Borel $\sigma$-algebra on $\real$:
|
||||
\begin{enumerate}
|
||||
\item $\bracs{(-\infty, a]| a \in \real}$.
|
||||
\item $\bracs{(a, \infty)|a \in \real}$.
|
||||
\item $\bracs{[a, \infty)| a \in \real}$.
|
||||
\item $\bracs{(-\infty, a)| a \in \real}$.
|
||||
\item $\bracs{[a, b)| -\infty < a < b < \infty}$.
|
||||
\item $\bracs{[a, b]| -\infty < a < b < \infty}$.
|
||||
\item $\bracs{(a, b]| -\infty < a < b < \infty}$.
|
||||
\item $\bracs{(a, b)| -\infty < a < b < \infty}$.
|
||||
\end{enumerate}
|
||||
\end{proposition}
|
||||
\begin{proof}
|
||||
It is sufficient to show that the $\sigma$-algebra generated by any of the above two families coincide, and that the resulting $\sigma$-algebra is the Borel $\sigma$-algebra on $\real$.
|
||||
|
||||
(1) $\to$ (2): For any $a \in \real$, $(a, \infty) = (-\infty, a)^c$.
|
||||
|
||||
(2) $\to$ (3): For any $a \in \real$, $[a, \infty) = \bigcap_{n \in \natp}(a - 1/n, \infty)$.
|
||||
|
||||
(3) $\to$ (4): For any $a \in \real$, $(-\infty, a) = [a, \infty)^c$.
|
||||
|
||||
(4) $\to$ (5): For any $a, b \in \real$, $[a, b) = (-\infty, b) \cap (-\infty, a)^c$.
|
||||
|
||||
(5) $\to$ (6): For any $a, b \in \real$, $[a, b]= \bigcap_{n \in \natp}(a - 1/n, b]$.
|
||||
|
||||
(6) $\to$ (7): For any $a, b \in \real$, $(a, b] = \bigcup_{n \in \natp}[a + 1/n, b]$.
|
||||
|
||||
(7) $\to$ (8): For any $a, b \in \real$, $(a, b) = \bigcup_{n \in \natp}(a, b - 1/n]$.
|
||||
|
||||
(8) $\to$ (1): For any $a \in \real$, $(-\infty, a] = \bigcup_{n \in \natp}\bigcap_{k \in \natp}(-n, a + 1/k]$.
|
||||
|
||||
For any $U \subset X$ open and $q \in U \cap \rational$, there exists $r_q > 0$ such that $(q - r_q, q + r_q) \subset U$. In which case,
|
||||
\[
|
||||
U = \bigcup_{q \in U \cap \rational}(q - r_q, q + r_q)
|
||||
\]
|
||||
|
||||
so (8) generates all open sets in $\real$. Conversely, every element of (8) is open, so the $\sigma$-algebra generated by (8) is the Borel $\sigma$-algebra on $\real$.
|
||||
\end{proof}
|
||||
|
||||
\begin{proposition}
|
||||
\label{proposition:borel-sigma-extended-generators}
|
||||
The following families of sets generate the Borel $\sigma$-algebra on $\ol \real$:
|
||||
\begin{enumerate}
|
||||
\item $\bracs{[-\infty, a]| a \in \real}$.
|
||||
\item $\bracs{(a, \infty]|a \in \real}$.
|
||||
\item $\bracs{[a, \infty]| a \in \real}$.
|
||||
\item $\bracs{[-\infty, a)| a \in \real}$.
|
||||
\end{enumerate}
|
||||
\end{proposition}
|
||||
\begin{proof}
|
||||
(1) $\to$ (2): For any $a \in \real$, $(a, \infty] = [-\infty, a]^c$.
|
||||
|
||||
(2) $\to$ (3): For any $a \in \real$, $[a, \infty] = \bigcap_{n \in \natp}(a - 1/n, \infty]$.
|
||||
|
||||
(3) $\to$ (4): For any $a \in \real$, $[-\infty, a) = [a, \infty]^c$.
|
||||
|
||||
(4) $\to$ (1): For any $a \in \real$, $[-\infty, a] = \bigcap_{n \in \natp}[-\infty, a + 1/n)$.
|
||||
|
||||
By definition, all elements of (1), (2), (3), and (4) belong to $\cb_{\ol{\real}}$. Let $\cm$ be the $\sigma$-algebra generated by (1), (2), (3), and (4), then
|
||||
\[
|
||||
\bracs{\infty} = \bigcap_{n \in \nat}[n, \infty] \quad \bracs{-\infty} = \bigcap_{n \in \nat}[-\infty, n]
|
||||
\]
|
||||
|
||||
are elements of $\cm$. For any $a \in \real$, $(a, \infty) = (a, \infty] \setminus \bracs{\infty}$, so $\cm \supset \cb_\real$ by \autoref{proposition:borel-sigma-real-generators}.
|
||||
|
||||
In addition, for any $E \in \cb_{\ol{\real}}$, $E = (E \cap \real) \cup (E \setminus \real)$, where $E \cap \real \in \cb_\real$. Since $\bracs{\infty}, \bracs{-\infty} \in \cm$ and $\cb_\real \subset \cm$, $E \in \cm$ and $\cm = \cb_{\ol \real}$.
|
||||
\end{proof}
|
||||
|
||||
|
||||
|
||||
\begin{proposition}
|
||||
\label{proposition:separable-metric-borel-sigma-algebra}
|
||||
Let $X$ be a separable metric space, then the Borel $\sigma$-algebra on $X$ is generated by the following families of sets:
|
||||
\begin{enumerate}
|
||||
\item Open sets of $X$.
|
||||
\item $\bracs{B(x, r)|x \in X, r > 0}$.
|
||||
\item $\bracsn{\ol{B(x, r)}|x \in X, r > 0}$.
|
||||
\end{enumerate}
|
||||
|
||||
\end{proposition}
|
||||
\begin{proof}
|
||||
(1) $\subset$ (2): Let $U \subset X$ be open. By \autoref{definition:dense}, there exists a countable dense subset $S \subset U$. For each $x \in S$, let $r_x > 0$ such that $B(x, r) \subset U$, then $U = \bigcup_{x \in S}B(x, r_x)$ is a countable union of open balls.
|
||||
|
||||
(2) $\subset$ (3): For any $x \in X$ and $r > 0$, $B(x, r) = \bigcup_{n \in \natp}\overline{B(x, r - 1/n)}$ is a countable union of closed balls.
|
||||
|
||||
(3) $\subset$ (1): For each $x \in X$ and $r > 0$, $\overline{B(x, r)}$ is closed.
|
||||
\end{proof}
|
||||
|
||||
|
||||
\begin{lemma}
|
||||
\label{lemma:borel-induced}
|
||||
Let $X$ be a topological space and $Y \subset X$ be a subspace, then the Borel $\sigma$-algebra on $Y$ coincides with the $\sigma$-algebra on $Y$ induced by $\cb_X$.
|
||||
\end{lemma}
|
||||
\begin{proof}
|
||||
Since $\bracsn{A \in \cb_X|A \cap Y \in \cb_Y}$ is a $\sigma$-algebra that contains all open sets in $X$, $\cb_Y$ contains the induced $\sigma$-algebra.
|
||||
|
||||
On the other hand, the induced $\sigma$-algebra contains all open sets in $Y$, so it contains $\cb_Y$.
|
||||
|
||||
Therefore the two $\sigma$-algebras coincide.
|
||||
\end{proof}
|
||||
|
||||
|
||||
@@ -2,6 +2,7 @@
|
||||
\label{chap:set-system}
|
||||
|
||||
\input{./algebra.tex}
|
||||
\input{./borel.tex}
|
||||
\input{./lambda.tex}
|
||||
\input{./elementary.tex}
|
||||
\input{./limits.tex}
|
||||
|
||||
Reference in New Issue
Block a user