Added the algebraic tensor product.

This commit is contained in:
Bokuan Li
2026-03-18 14:16:55 -04:00
parent f25600cbd3
commit fdd4d752e9
4 changed files with 107 additions and 1 deletions

View File

@@ -5,3 +5,4 @@
\input{./cat-func.tex} \input{./cat-func.tex}
\input{./universal.tex} \input{./universal.tex}
\input{./tensor.tex}

55
src/cat/cat/tensor.tex Normal file
View File

@@ -0,0 +1,55 @@
\section{The Tensor Product}
\label{section:tensor-product}
\begin{definition}[Tensor Product]
\label{definition:tensor-product}
Let $R$ be a commutative ring and $\seqf{E_j}$ be $R$ modules, then there exists a pair $(\bigotimes_{j = 1}^n E_j, \iota)$ such that:
\begin{enumerate}
\item $\bigotimes_{j = 1}^n E_j$ is an $R$-module.
\item $\iota: \prod_{j = 1}^n E_j \to \bigotimes_{j = 1}^n E_j$ is a $n$-linear map.
\item[(U)] For any pair $(F, \lambda)$ satisfying (1) and (2), there exists a unique $\Lambda \in \hom(\bigotimes_{j = 1}^n E_j; F)$ such that the following diagram commutes:
\[
\xymatrix{
\prod_{j = 1}^n E_j \ar@{->}[rd]_{\lambda} \ar@{->}[r]^{\iota} & \bigotimes_{j = 1}^n E_j \ar@{->}[d]^{\Lambda} \\
& F
}
\]
\item $\bigotimes_{j = 1}^n E_j$ is the linear span of $\iota(\prod_{j = 1}^n E_j)$.
\end{enumerate}
The module $\bigotimes_{j = 1}^n E_j$ is the \textbf{tensor product} of $\seqf{E_j}$, and $\iota: \prod_{j = 1}^n E_j \to \bigotimes_{j = 1}^n E_j$ is the \textbf{canonical embedding}. For any $(x_1, \cdots, d_n) \in \prod_{j = 1}^n E_j$, the image
\[
x_1 \otimes \cdots \otimes x_n = \iota(x_1, \cdots, x_n)
\]
is its \textbf{tensor product}.
\end{definition}
\begin{proof}
Let $M$ be the free module generated by $\prod_{j = 1}^nE_j$, and $N \subset M$ be the submodule generated by elements of the following form:
\begin{enumerate}
\item For any $1 \le j \le n$, $(x_1, \cdots, x_n) \in \prod_{k = 1}^n E_k$, and $x_j \in E_j$,
\[
(x_1, \cdots, x_j + x_j', \cdots, x_n) - (x_1, \cdots, x_j, \cdots, x_n) - (x_1, \cdots, x_j', \cdots, x_n)
\]
\item For any $(x_1, \cdots, x_n) \in \prod_{k = 1}^n E_k$ and $\alpha \in R$,
\[
(x_1, \cdots, \alpha x_j, \cdots, x_n) - \alpha(x_1, \cdots, x_n)
\]
\end{enumerate}
(1), (2): Let $\bigotimes_{j = 1}^n E_j = M/N$ and
\[
\iota: \prod_{j = 1}^n E_j \to \bigotimes_{j = 1}^n E_j \quad (x_1, \cdots, x_n) \mapsto (x_1, \cdots, x_n) + N
\]
then by definition of $N$, $\iota$ is $n$-linear.
(U): Let $(F, \lambda)$ be a pair satisfying (1) and (2), then $\lambda$ admits a unique extension to a linear map $\ol \lambda: M \to F$. Since $\lambda$ is $n$-linear, $\ker \ol \lambda \supset N$. By the first isomorphism theorem, there exists a unique $\Lambda \in \hom(\bigotimes_{j = 1}^n E_j; F)$ such that the given diagram commutes.
(4): Since $M$ is the free module generated by $\prod_{j = 1}^n E_j$, $M/N$ is generated by $\iota(\prod_{j = 1}^n E_j)$.
\end{proof}

View File

@@ -209,7 +209,7 @@ Let $\catc$ be a category and $(\seqi{A}, \bracsn{f^i_j| i, j \in I, i \lesssim
\begin{proposition} \begin{proposition}
\label{proposition:module-inverse-limit} \label{proposition:module-inverse-limit}
Let $R$ be a ring and $(\seqi{A}, \bracs{T^i_j|i, j \in I, i \lesssim j)}$ be a downward-directed system of $R$-modules, then there exists $(A, \bracsn{T^A_i}_{i \in I})$ such that: Let $R$ be a ring and $(\seqi{A}, \bracs{T^i_j|i, j \in I, i \lesssim j})$ be a downward-directed system of $R$-modules, then there exists $(A, \bracsn{T^A_i}_{i \in I})$ such that:
\begin{enumerate} \begin{enumerate}
\item For each $i \in I$, $T^A_i \in \hom(A; A_i)$. \item For each $i \in I$, $T^A_i \in \hom(A; A_i)$.
\item For any $i, j \in I$ with $i \lesssim j$, the following diagram commutes: \item For any $i, j \in I$ with $i \lesssim j$, the following diagram commutes:
@@ -253,3 +253,6 @@ Let $\catc$ be a category and $(\seqi{A}, \bracsn{f^i_j| i, j \in I, i \lesssim
so $S \in \hom(B; A)$, and the diagram commutes. Since any map $f: B \to A$ is uniquely determined by its composition with the projections, $S$ is unique. so $S \in \hom(B; A)$, and the diagram commutes. Since any map $f: B \to A$ is uniquely determined by its composition with the projections, $S$ is unique.
\end{proof} \end{proof}

View File

@@ -44,6 +44,8 @@
\end{proof} \end{proof}
\begin{theorem}[Dominated Convergence Theorem] \begin{theorem}[Dominated Convergence Theorem]
\label{theorem:dct-bochner} \label{theorem:dct-bochner}
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 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
@@ -58,3 +60,48 @@
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, $\int f d\mu = \limv{n}\int f_n d\mu$. 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, $\int f d\mu = \limv{n}\int f_n d\mu$.
\end{proof} \end{proof}
\subsection{Vector Measure Version}
\label{subsection:bochner-vector}
\begin{definition}[Bochner Integral]
\label{definition:bochner-integral-vector}
Let $(X, \cm)$ be a measurable space, $E, F$ be normed spaces over $K \in \RC$, $G$ be a Banach space over $K$,
\[
\lambda: E \times F \to G \quad (x, y) \mapsto xy
\]
be a bounded bilinear map, and $\mu: \cm \to F$ be a vector measure, then there exists a unique $I_\lambda \in L(L^1(X, |\mu|; E); G)$ such that:
\begin{enumerate}
\item For any $x \in E$ and $A \in \cm$, $I_\lambda(x \cdot \one_A) = x \mu(A)$.
\item For any $f \in L^1(X, |\mu|; E)$, $\normn{I_\lambda f}_{G} \le \norm{\lambda}_{L^2(E, F; G)} \cdot \norm{f}_{L^1(X, |\mu|; E)}$.
\end{enumerate}
For any $f \in L^1(X; E)$, $I_\lambda f = \int f d\lambda\mu$ is the \textbf{Bochner integral} of $f$ with respect to $\mu$ and $\lambda$.
\end{definition}
\begin{proof}
Same as \autoref{definition:bochner-integral}.
\end{proof}
\begin{theorem}[Dominated Convergence Theorem]
\label{theorem:dct-bochner-vector}
Let $(X, \cm, \mu)$ be a measure space, $E, F$ be normed spaces over $K \in \RC$, $G$ be a Banach space over $K$,
\[
\lambda: E \times F \to G \quad (x, y) \mapsto xy
\]
be a bounded bilinear map, $\mu: \cm \to F$ be a vector measure, $\seq{f_n} \subset L^1(X, |\mu|; E)$, and $f \in L^1(X, |\mu|; E)$. If
\begin{enumerate}
\item[(a)] $f_n \to f$ strongly pointwise.
\item[(b)] There exists $g \in L^1(X) \cap L^+(X)$ such that $\norm{f_n}_E \le g$ for all $n \in \natp$.
\end{enumerate}
then $\int f d\lambda\mu = \limv{n}\int f_n d\lambda\mu$.
\end{theorem}
\begin{proof}
By the classical \hyperref[Dominated Convergence Theorem]{proposition:dct-lp}, $f_n \to f$ in $L^1(X, |\mu|; E)$. Since $h \mapsto \int h d\lambda\mu$ is a bounded linear operator, $\int f d\lambda\mu = \limv{n}\int f_n d\lambda\mu$.
\end{proof}