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mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, uniformly convex spaces (or uniformly rotund spaces) are common examples of reflexive
Banach space In mathematics, more specifically in functional analysis, a Banach space (, ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vectors and ...
s. The concept of uniform convexity was first introduced by James A. Clarkson in 1936.


Definition

A uniformly convex space is a
normed vector space The Ateliers et Chantiers de France (ACF, Workshops and Shipyards of France) was a major shipyard that was established in Dunkirk, France, in 1898. The shipyard boomed in the period before World War I (1914–18), but struggled in the inter-war ...
such that, for every 0<\varepsilon \leq 2 there is some \delta>0 such that for any two vectors with \, x\, = 1 and \, y\, = 1, the condition :\, x-y\, \geq\varepsilon implies that: :\left\, \frac\right\, \leq 1-\delta. Intuitively, the center of a line segment inside the
unit ball Unit may refer to: General measurement * Unit of measurement, a definite magnitude of a physical quantity, defined and adopted by convention or by law **International System of Units (SI), modern form of the metric system **English units, histo ...
must lie deep inside the unit ball unless the segment is short.


Properties

* The
unit sphere In mathematics, a unit sphere is a sphere of unit radius: the locus (mathematics), set of points at Euclidean distance 1 from some center (geometry), center point in three-dimensional space. More generally, the ''unit -sphere'' is an n-sphere, -s ...
can be replaced with the closed unit
ball A ball is a round object (usually spherical, but sometimes ovoid) with several uses. It is used in ball games, where the play of the game follows the state of the ball as it is hit, kicked or thrown by players. Balls can also be used for s ...
in the definition. Namely, a
normed vector space The Ateliers et Chantiers de France (ACF, Workshops and Shipyards of France) was a major shipyard that was established in Dunkirk, France, in 1898. The shipyard boomed in the period before World War I (1914–18), but struggled in the inter-war ...
X is uniformly convex
if and only if In logic and related fields such as mathematics and philosophy, "if and only if" (often shortened as "iff") is paraphrased by the biconditional, a logical connective between statements. The biconditional is true in two cases, where either bo ...
for every 0<\varepsilon\le 2 there is some \delta>0 so that, for any two vectors x and y in the closed unit ball (i.e. \, x\, \le 1 and \, y\, \le 1 ) with \, x-y\, \ge \varepsilon , one has \left\, \right\, \le 1-\delta (note that, given \varepsilon , the corresponding value of \delta could be smaller than the one provided by the original weaker definition). The "if" part is trivial. Conversely, assume now that X is uniformly convex and that x,y are as in the statement, for some fixed 0<\varepsilon\le 2 . Let \delta_1\le 1 be the value of \delta corresponding to \frac in the definition of uniform convexity. We will show that \left\, \frac\right\, \le 1-\delta , with \delta=\min\left\ . If \, x\, \le 1-2\delta then \left\, \frac\right\, \le\frac(1-2\delta)+\frac=1-\delta and the claim is proved. A similar argument applies for the case \, y\, \le 1-2\delta , so we can assume that 1-2\delta<\, x\, ,\, y\, \le 1 . In this case, since \delta\le\frac , both vectors are nonzero, so we can let x'=\frac and y'=\frac . We have \, x'-x\, =1-\, x\, \le 2\delta and similarly \, y'-y\, \le 2\delta , so x' and y' belong to the unit sphere and have distance \, x'-y'\, \ge\, x-y\, -4\delta\ge\varepsilon-\frac=\frac . Hence, by our choice of \delta_1 , we have \left\, \frac\right\, \le 1-\delta_1 . It follows that \left\, \frac\right\, \le\left\, \frac\right\, +\frac\le 1-\delta_1+2\delta\le 1-\frac\le 1-\delta and the claim is proved. * The Milman–Pettis theorem states that every uniformly convex
Banach space In mathematics, more specifically in functional analysis, a Banach space (, ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vectors and ...
is reflexive, while the converse is not true. * Every uniformly convex
Banach space In mathematics, more specifically in functional analysis, a Banach space (, ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vectors and ...
is a Radon–Riesz space, that is, if \_^ is a sequence in a uniformly convex Banach space that converges weakly to f and satisfies \, f_n\, \to \, f\, , then f_n converges strongly to f , that is, \, f_n - f\, \to 0 . * A
Banach space In mathematics, more specifically in functional analysis, a Banach space (, ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vectors and ...
X is uniformly convex if and only if its dual X^* is uniformly smooth. * Every uniformly convex space is strictly convex. Intuitively, the strict convexity means a stronger
triangle inequality In mathematics, the triangle inequality states that for any triangle, the sum of the lengths of any two sides must be greater than or equal to the length of the remaining side. This statement permits the inclusion of Degeneracy (mathematics)#T ...
\, x+y\, < \, x\, +\, y\, whenever x,y are linearly independent, while the uniform convexity requires this inequality to be true uniformly.


Examples

* Every
inner-product space In mathematics, an inner product space (or, rarely, a Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation called an inner product. The inner product of two vectors in the space is a scalar, ofte ...
is uniformly convex. * Every closed subspace of a uniformly convex Banach space is uniformly convex. *
Clarkson's inequalities In mathematics, Clarkson's inequalities, named after James A. Clarkson, are results in the theory of ''L'p'' spaces. They give bounds for the ''L'p''- norms of the sum and difference of two measurable functions in ''L'p'' in terms of th ...
imply that L''p'' spaces (1 are uniformly convex. * Conversely, L^\infty is not uniformly convex.


See also

* Modulus and characteristic of convexity * Uniformly convex function * Uniformly smooth space


References


Citations


General references

* . * . * * * Lindenstrauss, Joram and Benyamini, Yoav. ''Geometric nonlinear functional analysis''. Colloquium publications, 48. American Mathematical Society. {{Functional analysis Convex analysis Banach spaces