Convergence of Measures and Metrizability: Difference between revisions
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Given a Banach space <math>X</math> and its Banach dual <math>X^*</math>, the dual can be endowed with the weakest topology that makes the evaluation maps at elements of <math>X</math> continuous. This is called the <b>weak-star topology relative to <math>X</math></b>. By Banach-Alaoglu, the unit ball of <math>X^*</math> (which we call <math>(X^*)_1</math>) with the weak-star topology is compact. | Given a Banach space <math>X</math> and its Banach dual <math>X^*</math>, the dual can be endowed with the weakest topology that makes the evaluation maps at elements of <math>X</math> continuous. This is called the <b>weak-star topology relative to <math>X</math></b>. By Banach-Alaoglu, the unit ball of <math>X^*</math> (which we call <math>(X^*)_1</math>) with the weak-star topology is compact. | ||
In the case where <math>X</math> is norm separable, the weak-star topology on the unit ball of <math>X^*</math> can, in fact, be metrized. Fix a sequence <math>\{x_n\}_{n=1}^\infty</math> that is countable and dense in <math>X</math>. Define the metric <math>d</math> by <math> d(\phi,\psi):=\sum_{n=0}^\infty 2^{-n}\frac{|\phi(x_n)-\psi(x_n)|}{1+|\phi(x_n)-\psi(x_n)|}</math>. This is a sum of pseudometrics, necessarily convergent because each term is less than or equal to <math>2^{-n}</math>, and is nondegenerate because if <math>d(\phi,\psi)=0</math>, then <math> \phi(x_n)=\psi(x_n)</math> for each <math>x_n</math>, which would imply that the continuous functions <math>\phi,\psi</math> agreed on a dense subset of a metric space. The identity map from <math>((X^*)_1,w*)</math> to <math>((X^*)_1,d)</math> is continuous: choose a net <math>(\phi_\gamma)_{\gamma\in\Gamma} \to \phi</math>. Then for each <math>\epsilon>0</math>, perform the following truncation process: choose a large <math>N</math> so that <math>\sum_{n=N+1}^\infty 2^{-n}=2^{-N}<\frac{\epsilon}{2}</math>. Because <math>\phi_\gamma\xrightarrow{w*}\phi</math>, for each <math>n\in\{1,\ldots,N\}</math>, there is some large <math>\gamma_n</math> such that for all <math>\gamma\succeq\gamma_n</math>, <math>|\phi_\gamma(x_n)-\phi( | In the case where <math>X</math> is norm separable, the weak-star topology on the unit ball of <math>X^*</math> can, in fact, be metrized. Fix a sequence <math>\{x_n\}_{n=1}^\infty</math> that is countable and dense in <math>X</math>. Define the metric <math>d</math> by <math> d(\phi,\psi):=\sum_{n=0}^\infty 2^{-n}\frac{|\phi(x_n)-\psi(x_n)|}{1+|\phi(x_n)-\psi(x_n)|}</math>. This is a sum of pseudometrics, necessarily convergent because each term is less than or equal to <math>2^{-n}</math>, and is nondegenerate because if <math>d(\phi,\psi)=0</math>, then <math> \phi(x_n)=\psi(x_n)</math> for each <math>x_n</math>, which would imply that the continuous functions <math>\phi,\psi</math> agreed on a dense subset of a metric space. The identity map from <math>((X^*)_1,w*)</math> to <math>((X^*)_1,d)</math> is continuous: choose a net <math>(\phi_\gamma)_{\gamma\in\Gamma} \to \phi</math>. Then for each <math>\epsilon>0</math>, perform the following truncation process: choose a large <math>N</math> so that <math>\sum_{n=N+1}^\infty 2^{-n}=2^{-N}<\frac{\epsilon}{2}</math>. Because <math>\phi_\gamma\xrightarrow{w*}\phi</math>, for each <math>n\in\{1,\ldots,N\}</math>, there is some large <math>\gamma_n</math> such that for all <math>\gamma\succeq\gamma_n</math>, <math>|\phi_\gamma(x_n)-\phi(x_n)|<\frac{\epsilon}{2\cdot N\cdot 2^{-n}}</math>. By the net order axioms, there is some large <math>\gamma_0\succeq\gamma_i\forall i\in\{1,\ldots,N\}</math>. So for each <math>\gamma\succeq \gamma_0</math>, <math>d(\phi_\gamma,\phi)<\sum_{n=1}^N \frac{1}{2N}+\sum_{n=N+1}^\infty 2^{-n}<\epsilon</math>. Now the identity map between the two spaces is a continuous bijection between a compact and a Hausdorff topological space, and is therefore a homeomorphism. So it metrizes the weak-star topology. | ||
==Metrizability for duals of <math>C(X)</math>-spaces== | |||
If <math>X</math> is a compact Hausdorff metric space, <math>C(X)=C_b(X)=C_0(X)</math> is separable, due to the following argument: compact metric spaces are always separable. Pick a countable dense subset <math>\{x_n\}_{n\in\mathbb N}\subseteq X</math>, and consider the smallest <math>\mathbb Q</math>-algebra generated by the functions <math>d(x,x_n)</math>. This is a countable union of countable sets and therefore countable. As a subalgebra which separates points and contains the constant function, it must be dense by Stone-Weierstrass. So the unit ball of the dual of <math>C(X)</math> is metrizable. | |||
Conversely, assume that the unit ball of the dual of <math>C_b(X)</math> is metrizable. Then, because <math>X\rightarrow (C_b(X))^*</math> via point evaluation, which is a norm <math>1</math> map, and because the topology on <math>X</math> is exactly the topology of weak-star convergence in <math>C_b(X)^*</math>, this means that <math>X</math> is metrizable as well. So <math>X</math> is a metrizable space which lives inside a compact metrizable space. This is in fact equivalent to the Stone-Cech compactification of <math>X</math> being metrizable, which is quite rare. | |||
==Narrow Convergence== | ==Narrow Convergence== | ||
For every finite signed Radon measure <math>\mu</math> on a locally compact Hausdorff space <math>X</math>, there is some element <math>f\in C_0(X)</math> such that <math>\int_X f\,d\mu\neq 0</math>. Moreover, letting <math>|\mu|</math> denote the total variation of the measure, there is a net of functions <math> f_\gamma\in C_0(X)</math> such that <math>\int_X f_\gamma\,d\mu\rightarrow |\mu|</math>, and <math>\int_X f\,d\mu\le \|f\|_\infty |\mu|</math>. This means that <math>\mathcal M(X)\hookrightarrow C_0(X)^*</math>, and can be isometrically identified with a subset of the dual. Narrow convergence is weak-star convergence in <math>\mathcal M(X)</math> with respect to <math> | For every finite signed Radon measure <math>\mu</math> on a locally compact Hausdorff space <math>X</math>, there is some element <math>f\in C_0(X)</math> such that <math>\int_X f\,d\mu\neq 0</math>. Moreover, letting <math>|\mu|</math> denote the total variation of the measure, there is a net of functions <math> f_\gamma\in C_0(X)</math> such that <math>\int_X f_\gamma\,d\mu\rightarrow |\mu|</math>, and <math>\int_X f\,d\mu\le \|f\|_\infty |\mu|</math>. This means that <math>\mathcal M(X)\hookrightarrow C_0(X)^*</math>, and can be isometrically identified with a subset of the dual. In particular, because the total variation norm does not increase with respect to continuous bounded functions, <math>\mathcal M(X)\hookrightarrow C_b(X)^*</math>. Narrow convergence is weak-star convergence in <math>\mathcal M(X)</math> with respect to <math>C_b(X)</math>: a net of measures <math>\mu_\gamma</math> converges to <math>\mu</math> narrowly if, for every <math>f\in C_b(X)</math>, <math>\int_X f\,d\mu_n\to\int_X f\,d\mu</math>. | ||
Although in general the topology of narrow convergence is not metrizable on the unit ball -- for example, on any compact Hausdorff space which is not metrizable -- it is on the class of probability measures, so long as <math>X</math> is separable. Take, again, a countable dense subset of <math>X</math>, <math>D</math>, and taking the family of functions <math>\mathcal C_2=\{h(x)=(q_1+q_2d(x,y))\wedge k\,|\, q_1,q_2,k\in\mathbb Q, q_2,k\in (0,1), y\in D\}</math>. Let <math>\mathcal C_1</math> be the family of functions generated by taking infima of finitely many elements of <math>\mathcal C_2</math>, and let <math>\mathcal C_0=\{\lambda h\,|\,\lambda\in\mathbb Q,h\in\mathcal C_1</math>. This is still countable, and approximates integrals of elements of <math>C_b</math> well weakly-star, so there is a metric on the probabilities by enumerating <math>\mathcal C_0=\{f_k\}_{k=1}^\infty</math>, and | |||
<math>d(\mu,\nu)=\sum_{k=1}^\infty 2^{-k}|\int f_k\,d\mu-\int f_k\,d\nu|.</math> |
Revision as of 00:49, 8 May 2020
This article should address metrizability for both narrow and wide convergence.
General Functional Analysis Refs
- Ambrosio, Gigli, Savaré (107-108), Brezis (72-76)
Narrow Convergence
- Unit ball of dual space of is, in general, not metrizable: [Conway, A Course in Functional Analysis, Theorem 6.6]
- It is metrizable when restricted to probability measures: Ambrosio, Gigli, Savaré (106-108)
Wide Convergence
- On the other hand, if X is a metrizable locally compact space that is σ-compact, then is separable, [Conway, A Course in Functional Analysis, III. Banach Spaces, exercise 14]
Weak-star Topologies
Given a Banach space and its Banach dual , the dual can be endowed with the weakest topology that makes the evaluation maps at elements of continuous. This is called the weak-star topology relative to . By Banach-Alaoglu, the unit ball of (which we call ) with the weak-star topology is compact.
In the case where is norm separable, the weak-star topology on the unit ball of can, in fact, be metrized. Fix a sequence that is countable and dense in . Define the metric by . This is a sum of pseudometrics, necessarily convergent because each term is less than or equal to , and is nondegenerate because if , then for each , which would imply that the continuous functions agreed on a dense subset of a metric space. The identity map from to is continuous: choose a net . Then for each , perform the following truncation process: choose a large so that . Because , for each , there is some large such that for all , . By the net order axioms, there is some large . So for each , . Now the identity map between the two spaces is a continuous bijection between a compact and a Hausdorff topological space, and is therefore a homeomorphism. So it metrizes the weak-star topology.
Metrizability for duals of -spaces
If is a compact Hausdorff metric space, is separable, due to the following argument: compact metric spaces are always separable. Pick a countable dense subset , and consider the smallest -algebra generated by the functions . This is a countable union of countable sets and therefore countable. As a subalgebra which separates points and contains the constant function, it must be dense by Stone-Weierstrass. So the unit ball of the dual of is metrizable.
Conversely, assume that the unit ball of the dual of is metrizable. Then, because via point evaluation, which is a norm map, and because the topology on is exactly the topology of weak-star convergence in , this means that is metrizable as well. So is a metrizable space which lives inside a compact metrizable space. This is in fact equivalent to the Stone-Cech compactification of being metrizable, which is quite rare.
Narrow Convergence
For every finite signed Radon measure on a locally compact Hausdorff space , there is some element such that . Moreover, letting denote the total variation of the measure, there is a net of functions such that , and . This means that , and can be isometrically identified with a subset of the dual. In particular, because the total variation norm does not increase with respect to continuous bounded functions, . Narrow convergence is weak-star convergence in with respect to : a net of measures converges to narrowly if, for every , .
Although in general the topology of narrow convergence is not metrizable on the unit ball -- for example, on any compact Hausdorff space which is not metrizable -- it is on the class of probability measures, so long as is separable. Take, again, a countable dense subset of , , and taking the family of functions . Let be the family of functions generated by taking infima of finitely many elements of , and let . This is still countable, and approximates integrals of elements of well weakly-star, so there is a metric on the probabilities by enumerating , and