Completion of Normed Spaces #
Suppose $\bF = \R$ or $\C$.
Extending codomain to closure #
Suppose $X$ is a normed space over $\bF$. And $Y$ is a Banach space.
Suppose $X _ 0 \subset X$ is a dense subspace. And $T _ 0 \in \mathcal B(X _ 0, Y)$.
There exists a unique $T \in \mathcal B(X, Y)$ that extends $T _ 0 \in \mathcal B(X _ 0, Y)$ where $\n T = \n{T _ 0}$.
- Suppose $x \in X$, $T(x)$ is defined as following:
- There exists $(x _ n) _ {n = 1}^\infty \in X _ 0$ where $x _ n \to x$.
- $(x _ n)$ is Cauchy, so $(T _ 0 x _ n) \in Y$ is Cauchy.
- Since $Y$ is a Banach space, $T _ 0x _ n$ converges to some $y \in Y$.
- Now define $T(x):= y$
- Above $T: X \to Y$ is well defined.
- For any other seqeuence $(x' _ n) \in X _ 0$ such that $x' _ n \to x$.
- $\norm{x _ n - x' _ n} \to 0$ implies $\norm{T _ 0x _ n - T _ 0x' _ n} \to 0$.
- The defined $T$ extends $T _ 0$.
- Since for $x _ 0 \in X _ 0$, we can take $x _ n = x _ 0$.
- The defined $T$ is a linear map.
- Suppose $a, b \in X$. There exists $(a _ n), (b _ n) \in X _ 0$ such that $a _ n \to a$, $b _ n \to b$.
- $\norm{(a + b) - (a _ n + b _ n)} \le \norm{a - a _ n} + \norm{b - b _ n} \to 0$. So $(a _ n + b _ n) \to a + b$.
- $T(a + b) = \lim _ n T _ 0(a _ n + b _ n) = T(a) + T(b)$.
- Similarly $T(c x) = cT(x)$.
- $T \in \mathcal B(X, Y)$. And $\norm{T} = \norm{T _ 0}$.
- $\norm{T} \ge \norm{T _ 0}$ since $T| _ {X _ 0} = T _ 0$.
- $\norm{T} \le \norm{T _ 0}$.
- Suppose $x \in X$ and $x _ n \to x$ with $\p{x _ n} \subseteq X _ 0$. $$ \n{Tx} = \n{T(x _ n + x - x _ n)} = \n{T _ 0x _ n} + \n{T _ 0 x _ n - Tx} \le \n{T _ 0} \n{x _ n} + \epsilon $$
- Now take limits on both sides.
If $T _ 0$ is an embedding then $T$ is an embedding.
- $\exists c > 0, \forall x \in X _ 0: \norm{T _ 0 x} \ge c \|x\|$.
- Suppose $x \in X$ and $x _ n \to x$. $\norm{Tx} + \norm{T _ 0 x _ n - Tx} \ge \norm{T _ 0 x _ n} \ge c\norm{x _ n}$.
- Take limit $n \to \infty$. $\norm{Tx} \ge c\|x\|$.
If $T _ 0$ is an isometry, then $T$ is an isometry.
- Take $c = 1$ in above proof. Then $\norm{Tx} \ge \|x\|$.
- Also $\norm{Tx} \le \norm{T _ 0}\|x\| = \|x\|$. So $\norm{Tx} = \|x\|$.
Completion of normed spaces #
Suppose $X$ is a normed space. A completion of $X$ is a pair $(\widetilde X, J)$:
- $\widetilde X$ is a Banach space.
- $J \in \L(X, \widetilde X)$ is an isometric embedding. Where $J[X]$ is dense in $\widetilde X$.
- Wit the embedding $J$, we can identify $X$ with $J[X]$.
Existence of Norm space completion #
Suppose $X$ is a normed space over $\bF$. $X$ has a completion $(\widetilde X, J)$.
- Let $(\widetilde X, \widetilde d, J)$ be a completion of the metric space $(X, d)$.
- $(\widetilde X, \widetilde d)$ is a complete metric space.
- We identify elements in $X$ with those in $\widetilde X$.
- Define addition and scalar multiplication on $\widetilde X$ as following:
- Let $x, y \in \widetilde X$, suppose $x = [(x _ n) _ {n = 1}^\infty], y = [(y _ n) _ {n = 1}^\infty]$, for $\p{x _ n}, \p{y _ n} \subseteq X$.
- $(x _ n)$ and $(y _ n)$ are Cauchy, both in $(X, d)$ and $(\widetilde X, \widetilde d)$.
- Define $x + y := [(x _ n + y _ n) _ {n=1}^\infty]$.
- $(x _ n + y _ n)$ is Cauchy, so $(x + y) \in \widetilde X$.
- Clearly the addition is well defined.
- For $\alpha \in \symbf F$, define $\alpha x := [(\alpha x _ n)]$.
- Clearly the scalar-multiplication is well defined.
- Let $x, y \in \widetilde X$, suppose $x = [(x _ n) _ {n = 1}^\infty], y = [(y _ n) _ {n = 1}^\infty]$, for $\p{x _ n}, \p{y _ n} \subseteq X$.
- Define the norm on $\widetilde X$ as $x \mapsto \widetilde d(x, 0)$.
- The operations and norm extends original operations on $X$.
- The defined $(\widetilde X, + ,\cdot)$ is a normed vector space over $\bF$.
- Just verify the axioms of vector spaces.
- $J$ is an isometric homeomorphism.
Completion of bounded linear maps #
Suppose $X$ is a normed space, and $Y$ is a Banach space over $\bF$.
- There exists a completion $(\widetilde X, J)$ of the normed space $X$.
Suppose $T \in \mathcal B(X, Y)$.
- There exists a unique $\widetilde T \in \mathcal B(\widetilde X, Y)$ extending $T$, and further $\|{\widetilde T}\| = \norm{T}$.
- $T$ is an embedding / isometry iff $\widetilde T$ is an embedding / isometry.
The map $\varphi: \mathcal B(\widetilde X, Y) \to \mathcal B(X, Y)$ defined by $\widetilde T \mapsto \widetilde T \circ J = T$.
- $\varphi$ is bijective. Since completion of $T$ is unique.
- $\varphi$ is an isometric homeomorphism.
Uniqueness of norm space completion #
All completions of a norm space are the same up to isometric homeomorphisms.
Suppose $X$ is a normed space with completion $(X _ 1, J _ 1)$ and $(X _ 2, J _ 2)$.
- There is a unique isometry $I _ {12} \in \mathcal B(X _ 1, X _ 2)$ extending $J _ 2 \in \mathcal B(X, X _ 2)$.
- There is a unique isometry $I _ {21} \in \mathcal B(X _ 2, X _ 1)$ extending $J _ 1 \in \mathcal B(X, X _ 1)$.
- There is a unique isometry $I _ {11} \in \mathcal B(X _ 1, X _ 1)$ extending $J _ 1 \in \mathcal B(X, X _ 1)$.
- There is a unique isometry $I _ {22} \in \mathcal B(X _ 2, X _ 2)$ extending $J _ 2 \in \mathcal B(X, X _ 2)$.
- $I _ {11}$ and $I _ {22}$ are identities on $X _ 1$ and $X _ 2$.
Consider the map $I _ {21}\circ I _ {12} \in \mathcal B(X _ 1, X _ 1)$
- It extends $J _ 1 \in \mathcal B(X, X _ 1)$.
- For any $x \in X$, $I _ {21}\circ I _ {12}(x) = I _ {21}(J _ 2(x)) = J _ 1(x)$.
- By uniqueness of extension $I _ {21}\circ I _ {12} = I _ {11}$. Similarly $I _ {12}\circ I _ {21} = I _ {22}$.
$I _ {12}$ and $I _ {21}$ are isometric homeomorphisms!
Quotient Normed Spaces #
We have already seen quotient vector spaces, these are the new results for normed spaces:
- Consider $X / X _ 0$. The quotient norm is generally a semi-norm. And only when $X _ 0$ is closed, it is a true norm.
- The map $Q: x \mapsto x + X _ 0$ is a coisometry when $X _ 0$ is closed.
We have already seen quotient linear maps, these are the new results:
- Suppose $T \in \mathcal B(X, Y)$ and $X _ 0 \subseteq \null T$ is closed.
- $T _ {X _ 0} \in \mathcal B(X/X _ 0, Y)$ and $\norm{T _ {X _ 0}} = \norm{T}$.
Quotient normed space #
Suppose $X$ is a normed space and $X _ 0$ is a subspace.
Then $X / X _ 0$ is a vector space. Consider $Q \in \L(X, X / X _ 0)$ where $Q: x \mapsto x + X _ 0$.
Define the quotient norm as $$ \norm{x + X _ 0} := \inf\{\norm{x - y}: y \in X _ 0\} = \operatorname{dist}(x, X _ 0) $$
- $\n{\cdot}$ is a seminorm on $X / X _ 0$.
- Clearly $\norm{x + X _ 0} \ge 0$ and $\norm{0 + X _ 0} = 0$.
- $\norm{\alpha x + X _ 0} = \alpha\norm{x + X _ 0}$.
- Triangle inequality is true.
- Hint: let $(x _ n) _ {n = 1}^\infty \in X _ 0$ such that $\norm{x - x _ n} \to \norm{x + X _ 0}$.
- The following are equivalent:
- $X _ 0$ is a closed subspace of $X$.
- $\forall x\notin X _ 0: \operatorname{dist}(x, X _ 0) > 0$.
- $\forall x \notin X _ 0: \norm{x + X _ 0} > 0$.
- $\n{\cdot}$ is a norm on $X / X _ 0$.
Suppose $X _ 0$ is a closed subspace. Then $Q$ is a coisometry.
- $\norm{Q} \le 1$ since $\|x\| = \inf\{\norm{x + y}: y \in \{0\}\} \ge \norm{x + X _ 0}$.
- So $QB _ X(0; 1) \subseteq B _ {X/X _ 0}(0; 1)$.
- Suppose $x + X _ 0 \in B _ {X / X _ 0}(0; 1)$, for some $y \in X _ 0$, $\norm{x + y} < 1$.
- So $QB _ X(0; 1) \supseteq B _ {X/X _ 0}(0; 1)$.
Quotient bounded linear maps #
Suppose $X, Y$ are nonzero normed space over $\bF$. And $T \in \mathcal B(X, Y)$.
- Suppose $X _ 0 \subseteq \null T$ is a closed subspace of $X$. ($\null T$ is also closed.)
- Define $Q _ {X _ 0}(x) = x + X _ 0$. $Q _ {X _ 0}$ is a coisometry by (Quotient normed space).
- By (Quotient linear maps), $T _ {X _ 0} \in \L(X/X _ 0, Y)$ uniquely exists such that $T _ {X _ 0} \circ Q _ {X _ 0} = T$.
In this case, we have the following properties:
- Since $T _ {X _ 0}[B _ {X/X _ 0}(0; 1)] = T[B _ X(0; 1)]$, $( * )$.
- $T _ {X _ 0} \in \mathcal B(X/X _ 0, Y)$ and $\norm{T _ {X _ 0}} = \norm{T}$.
- Suppose $Y \neq \{0\}$, then $\norm{T / X _ 0} = \norm{T}$.
- $T _ {X _ 0}$ is open iff $T$ is open.
- $T _ {X _ 0}$ is coisometry iff $T$ is coisometry.
- $T _ {X _ 0} \in \mathcal B(X/X _ 0, Y)$ and $\norm{T _ {X _ 0}} = \norm{T}$.
Consider space $V = \c{T \in \mathcal B(X, Y): X _ 0 \subseteq \null T}$. $V$ is a vector space over $\bF$.
- Consider the map $T \mapsto T _ {X _ 0}$, this is an isometric homeomorphism from $V$ to $\mathcal B(X / X _ 0, Y)$.
Corollary: double quotient of bounded linear maps #
Suppose $X, Y$ are normed spaces with $X _ 0, Y _ 0$ being subspaces.
Suppose $T \in \mathcal B(X, Y)$ where $T[X _ 0] \subseteq Y _ 0$. Then there exists a unique $\widehat T\in \mathcal B(X / X _ 0, Y / Y _ 0)$ such that $\widehat T \circ Q _ {X _ 0} = Q _ {Y _ 0} \circ T$. Further $\n{\widehat T} = \n{Q _ {Y _ 0}\circ T} \le \n{T}$.
- Apply (Quotient bounded linear maps) to $Q _ {Y _ 0}\circ T$, demonstrates the existence and uniqueness.
- $\n{Q _ {Y _ 0}\circ T} \le \n{T}$ by definition.
Corollary: fundamental theorem of bounded linear homomorphisms #
Suppose $X, Y$ are normed spaces over $\bF$. And $T \in \mathcal B(X, Y)$.
- By (Fundamental theorem of linear homomorphisms) $\widetilde T = T _ {\null T}$ is the unique isomorphism such that $\widetilde T \circ Q _ {\null T} = T$.
We extend above theorem in following ways:
- $\widetilde T$ is a topological isomorphism if and only if $T$ is open.
- Since $\widetilde T$ is open iff $T$ is open. So $\widetilde T^{-1}$ is continuous iff $\widetilde T$ is top. iso. iff $T$ is open.
- $\widetilde T$ is an isometric isomorphism if and only if $T$ is an coisometry.
- $T$ is a coisometry iff $\widetilde T$ is a coisometry iff $\widetilde T$ is an isometry by (Coisometry).
Completeness of quotient normed spaces #
Suppose $X$ is a Banach space. $X _ 0 \subseteq X$ is a closed subspace. Then $X / X _ 0$ is a Banach space.
- Suppose $(u _ n) _ {n = 1}^\infty \in X / X _ 0$ and $\sum _ n \norm{u _ n} < \infty$.
- Pick $(x _ n) _ {n = 1}^\infty \in X$ such that $\norm{x _ n} \le \norm{u _ n} + 1/2^n$. So $(x _ n)$ is absolutely convergent.
- Suppose $\sum _ n x _ n = x \in X$. Then $Q(x) = Q(\sum _ n x _ n) = \sum _ n u _ n$ as $Q$ is continuous.
- So absolutely convergent series in $X / X _ 0$ are convergent.