Math 2.0

Functional analysis Definition

Uniformly convex space

Builds on Normed vector space

Definition

Let XX be a normed vector space over ℝ\R or ℂ\C. The space XX is uniformly convex if the following holds. For every ε\varepsilon with 0<ε≤20 < \varepsilon \le 2 there is δ>0\delta > 0 such that for all x,y∈Xx, y \in X with ∥x∥≤1\norm{x} \le 1, ∥y∥≤1\norm{y} \le 1 and ∥x−y∥≥ε\norm{x - y} \ge \varepsilon, ∥x+y2∥≤1−δ.\left\| \frac{x + y}{2} \right\| \le 1 - \delta.

Remarks

Example: an inner product space is uniformly convex. By the parallelogram law, for ∥x∥,∥y∥≤1\norm{x}, \norm{y} \le 1 and ∥x−y∥≥ε\norm{x - y} \ge \varepsilon, ∥x+y2∥2=∥x∥2+∥y∥22−∥x−y2∥2≤1−ε24,\left\| \frac{x + y}{2} \right\|^2 = \frac{\norm{x}^2 + \norm{y}^2}{2} - \left\| \frac{x - y}{2} \right\|^2 \le 1 - \frac{\varepsilon^2}{4}, so δ=1−1−ε2/4\delta = 1 - \sqrt{1 - \varepsilon^2/4} works. Non-example: ℝ2\R^2 with the norm ∥(a,b)∥∞=max⁡(∣a∣,∣b∣)\norm{(a, b)}_\infty = \max(\abs{a}, \abs{b}). For x=(1,1)x = (1, 1) and y=(1,−1)y = (1, -1) one has ∥x−y∥∞=2\norm{x - y}_\infty = 2 but ∥(x+y)/2∥∞=∥(1,0)∥∞=1\norm{(x + y)/2}_\infty = \norm{(1, 0)}_\infty = 1, so no δ>0\delta > 0 works for ε=2\varepsilon = 2. The spaces ℓp\ell^p and LpL^p for 1<p<∞1 < p < \infty are uniformly convex by Clarkson's inequalities; ℓ1\ell^1 and ℓ∞\ell^\infty are not. Uniform convexity depends on the norm, not only on the topology: ℝ2\R^2 is uniformly convex with the Euclidean norm and not with the norm ∥⋅∥∞\norm{\cdot}_\infty.

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Further reading

  1. Web https://en.wikipedia.org/wiki/Uniformly_convex_space
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DefinesUniformly convex space
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Changed2 November 2026

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