Math 2.0

Functional analysis Hahn-Banach and convexity Lemma

Mazur's lemma

Builds on Normed vector spaceWeak topologyAffine combination

Statement

Let XX be a normed vector space over ℝ\R or ℂ\C. Let (xn)n≥1(x_n)_{n \ge 1} be a sequence in XX that converges to x∈Xx \in X in the weak topology. For each n≥1n \ge 1 there are an integer N(n)≥nN(n) \ge n and real numbers λn,k≥0\lambda_{n,k} \ge 0 for n≤k≤N(n)n \le k \le N(n), with ∑k=nN(n)λn,k=1\sum_{k=n}^{N(n)} \lambda_{n,k} = 1, with the following property. The convex combinations yn=∑k=nN(n)λn,k xky_n = \sum_{k=n}^{N(n)} \lambda_{n,k}\, x_k converge to xx in norm.

Remarks

Fix nn and let CnC_n be the norm closure of the convex hull of {xk:k≥n}\set{x_k : k \ge n}. By the Hahn–Banach separation theorem, a norm-closed convex set is weakly closed, so CnC_n is weakly closed. Since xk→xx_k \to x weakly and xk∈Cnx_k \in C_n for k≥nk \ge n, the limit xx lies in CnC_n. Hence some convex combination yny_n of finitely many xkx_k with k≥nk \ge n satisfies ∥yn−x∥<1/n\norm{y_n - x} < 1/n.

In the sequence space ℓ2\ell^2, the unit vectors ene_n converge weakly to 00 but ∥en∥=1\norm{e_n} = 1 for all nn. The averages yn=1n(en+en+1+⋯+e2n−1)y_n = \frac{1}{n}(e_n + e_{n+1} + \cdots + e_{2n-1}) have ∥yn∥=1/n\norm{y_n} = 1/\sqrt{n}, so they tend to 00 in norm, as the lemma predicts.

Going deeper

For a student

The lemma is a quantitative form of the fact that a convex set has the same closure in the norm topology and in the weak topology. It is used in the calculus of variations and in partial differential equations: one obtains a weak limit from compactness. Then one uses the lemma to pass to strong limits of averages, which interact well with convex functionals. For example, it shows that a convex lower semicontinuous functional on a Banach space is weakly lower semicontinuous.

Reading path

To understand this page from the ground up, read these 4 pages in order. The foundations come first.

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Each page uses the pages above it. The colour of the bar on a box shows how strong the evidence is, and the box also gives it as text. The list has the same pages.
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  1. Affine combination concept
  2. Normed vector space concept
  3. Weak topology concept
  4. Mazur's lemma statement

Further reading

  1. Web https://en.wikipedia.org/wiki/Mazur%27s_lemma
About this page
Tag7ZR88SCSRF
URIm2://7ZR88SCSRF
Kindstatement, lemma
WritingW0 stub
MSC46B10, 46A55
StatusThis copy of the site has no build data. Run m2 status 7ZR88SCSRF.
AboutWeak topology
UsesNormed vector space, Weak topology, Affine combination
Same as
Changed2 November 2026

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