Metric Functionals and Weak Convergence

Apr 7, 2026·
Armando W. Gutiérrez
Armando W. Gutiérrez
,
Olavi Nevanlinna
· 2 min read
Abstract
We introduce a notion of weak convergence in arbitrary metric spaces. Metric functionals are key in our analysis: weak convergence of sequences in a given metric space is tested against all metric functionals defined on said space. When restricted to bounded sequences in normed linear spaces, we prove that our notion of weak convergence agrees with the standard one.
Type
Publication
Zeitschrift für Analysis und ihre Anwendungen
Status
Peer-reviewed Open access
publications
Metric Functionals

Given a metric space \((X,d)\), pick a point \(o\in X\) and define the set

\[ X^\vee := \{x \mapsto d(x,w)-d(o,w) \mid w\in X\}. \]

Denote by \(X^\diamondsuit\) the closure of \(X^\vee\) in the topology of pointwise convergence. We call each element in \(X^\diamondsuit\) a metric functional. Note that every metric functional is a \(1\)-Lipschitz map \(X\to\mathbb{R}\) that vanishes at the point \(o\).

Weak Convergence in Metric Structures

Definition Let \((X,d)\) be a metric space and \(X^\diamondsuit\) the space of all metric functionals on \(X\). We say that a sequence \((a_n)\) in \(X\) converges \(d\)-weakly to \(a\in X\) if for every \(\mathbf{h}\in X^\diamondsuit\) we have

\[ \liminf_{n\to\infty}\, \mathbf{h}(a_n) \geq \mathbf{h}(a).\]
Behavior in Linear Worlds seen with Metric Eyes

Theorem A bounded sequence in a normed linear space converges \(d\)-weakly if and only if it converges in the classical weak sense.

Can unbounded sequences converge \(d\)-weakly?

Yes. For example, if \(X\) is the real line equipped with the metric

\[ d(x,y)=\sqrt{|x-y|},\]

we have \(X^\diamondsuit = X^\vee\cup\{0\}\) and the unbounded sequence \(a_n=n\) converges \(d\)-weakly to every point in \(X\).

Theorem If \(X\) is the space \(\ell_1\) or is a normed linear space whose dual space is strictly convex, then \(d\)-weakly convergent sequences are bounded.

Warning

There is an error in Theorem 1.4 in the printed version. Theorem 1.4 is not true for the space \(C[0,1]\) as pointed out here.

Armando W. Gutiérrez
Authors
Research Scientist
I’m a Researcher in Mathematics. I’ve carried out research at Aalto University, Inria Saclay, and VTT. I’ve made contributions to metric geometry, functional analysis and optimization. I’m passionate about quantum computing, risk analysis and optimization algorithms.