Contraction (geometry)
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mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, a contraction mapping, or contraction or contractor, on a
metric space In mathematics, a metric space is a set together with a notion of ''distance'' between its elements, usually called points. The distance is measured by a function called a metric or distance function. Metric spaces are the most general settin ...
(''M'', ''d'') is a function ''f'' from ''M'' to itself, with the property that there is some
real number In mathematics, a real number is a number that can be used to measure a ''continuous'' one-dimensional quantity such as a distance, duration or temperature. Here, ''continuous'' means that values can have arbitrarily small variations. Every real ...
0 \leq k < 1 such that for all ''x'' and ''y'' in ''M'', :d(f(x),f(y)) \leq k\,d(x,y). The smallest such value of ''k'' is called the Lipschitz constant of ''f''. Contractive maps are sometimes called Lipschitzian maps. If the above condition is instead satisfied for ''k'' ≤ 1, then the mapping is said to be a non-expansive map. More generally, the idea of a contractive mapping can be defined for maps between metric spaces. Thus, if (''M'', ''d'') and (''N'', ''d) are two metric spaces, then f:M \rightarrow N is a contractive mapping if there is a constant 0 \leq k < 1 such that :d'(f(x),f(y)) \leq k\,d(x,y) for all ''x'' and ''y'' in ''M''. Every contraction mapping is Lipschitz continuous and hence uniformly continuous (for a Lipschitz continuous function, the constant ''k'' is no longer necessarily less than 1). A contraction mapping has at most one fixed point. Moreover, the
Banach fixed-point theorem In mathematics, the Banach fixed-point theorem (also known as the contraction mapping theorem or contractive mapping theorem) is an important tool in the theory of metric spaces; it guarantees the existence and uniqueness of fixed points of certai ...
states that every contraction mapping on a
non-empty In mathematics, the empty set is the unique Set (mathematics), set having no Element (mathematics), elements; its size or cardinality (count of elements in a set) is 0, zero. Some axiomatic set theories ensure that the empty set exists by inclu ...
complete metric space has a unique fixed point, and that for any ''x'' in ''M'' the iterated function sequence ''x'', ''f'' (''x''), ''f'' (''f'' (''x'')), ''f'' (''f'' (''f'' (''x''))), ... converges to the fixed point. This concept is very useful for
iterated function systems In mathematics, iterated function systems (IFSs) are a method of constructing fractals; the resulting fractals are often self-similar. IFS fractals are more related to set theory than fractal geometry. They were introduced in 1981. IFS fractal ...
where contraction mappings are often used. Banach's fixed-point theorem is also applied in proving the existence of solutions of
ordinary differential equation In mathematics, an ordinary differential equation (ODE) is a differential equation whose unknown(s) consists of one (or more) function(s) of one variable and involves the derivatives of those functions. The term ''ordinary'' is used in contrast w ...
s, and is used in one proof of the inverse function theorem. Contraction mappings play an important role in
dynamic programming Dynamic programming is both a mathematical optimization method and a computer programming method. The method was developed by Richard Bellman in the 1950s and has found applications in numerous fields, from aerospace engineering to economics. I ...
problems.


Firmly non-expansive mapping

A non-expansive mapping with k=1 can be strengthened to a firmly non-expansive mapping in a
Hilbert space In mathematics, Hilbert spaces (named after David Hilbert) allow generalizing the methods of linear algebra and calculus from (finite-dimensional) Euclidean vector spaces to spaces that may be infinite-dimensional. Hilbert spaces arise natural ...
\mathcal if the following holds for all ''x'' and ''y'' in \mathcal: :\, f(x)-f(y) \, ^2 \leq \, \langle x-y, f(x) - f(y) \rangle. where :d(x,y) = \, x-y\, . This is a special case of \alpha averaged nonexpansive operators with \alpha = 1/2. A firmly non-expansive mapping is always non-expansive, via the
Cauchy–Schwarz inequality The Cauchy–Schwarz inequality (also called Cauchy–Bunyakovsky–Schwarz inequality) is considered one of the most important and widely used inequalities in mathematics. The inequality for sums was published by . The corresponding inequality fo ...
. The class of firmly non-expansive maps is closed under convex combinations, but not compositions. This class includes proximal mappings of proper, convex, lower-semicontinuous functions, hence it also includes orthogonal projections onto non-empty closed
convex set In geometry, a subset of a Euclidean space, or more generally an affine space over the reals, is convex if, given any two points in the subset, the subset contains the whole line segment that joins them. Equivalently, a convex set or a convex r ...
s. The class of firmly nonexpansive operators is equal to the set of resolvents of maximally monotone operators. Surprisingly, while iterating non-expansive maps has no guarantee to find a fixed point (e.g. multiplication by -1), firm non-expansiveness is sufficient to guarantee global convergence to a fixed point, provided a fixed point exists. More precisely, if \textf := \ \neq \varnothing, then for any initial point x_0 \in \mathcal, iterating (\forall n \in \mathbb)\quad x_ = f(x_n) yields convergence to a fixed point x_n \to z \in \text f. This convergence might be
weak Weak may refer to: Songs * "Weak" (AJR song), 2016 * "Weak" (Melanie C song), 2011 * "Weak" (SWV song), 1993 * "Weak" (Skunk Anansie song), 1995 * "Weak", a song by Seether from '' Seether: 2002-2013'' Television episodes * "Weak" (''Fear t ...
in an infinite-dimensional setting.


Subcontraction map

A subcontraction map or subcontractor is a map ''f'' on a metric space (''M'', ''d'') such that : d(f(x), f(y)) \leq d(x,y); : d(f(f(x)),f(x)) < d(f(x),x) \quad \text \quad x = f(x). If the
image An image is a visual representation of something. It can be two-dimensional, three-dimensional, or somehow otherwise feed into the visual system to convey information. An image can be an artifact, such as a photograph or other two-dimensiona ...
of a subcontractor ''f'' is
compact Compact as used in politics may refer broadly to a pact or treaty; in more specific cases it may refer to: * Interstate compact * Blood compact, an ancient ritual of the Philippines * Compact government, a type of colonial rule utilized in British ...
, then ''f'' has a fixed point.


Locally convex spaces

In a locally convex space (''E'', ''P'') with
topology In mathematics, topology (from the Greek language, Greek words , and ) is concerned with the properties of a mathematical object, geometric object that are preserved under Continuous function, continuous Deformation theory, deformations, such ...
given by a set ''P'' of
seminorm In mathematics, particularly in functional analysis, a seminorm is a vector space norm that need not be positive definite. Seminorms are intimately connected with convex sets: every seminorm is the Minkowski functional of some absorbing disk and ...
s, one can define for any ''p'' ∈ ''P'' a ''p''-contraction as a map ''f'' such that there is some ''k''''p'' < 1 such that ≤ . If ''f'' is a ''p''-contraction for all ''p'' ∈ ''P'' and (''E'', ''P'') is sequentially complete, then ''f'' has a fixed point, given as limit of any sequence ''x''''n''+1 = ''f''(''x''''n''), and if (''E'', ''P'') is Hausdorff, then the fixed point is unique.


See also

*
Short map In the mathematical theory of metric spaces, a metric map is a function between metric spaces that does not increase any distance (such functions are always continuous). These maps are the morphisms in the category of metric spaces, Met (Isbell 196 ...
* Contraction (operator theory) *
Transformation Transformation may refer to: Science and mathematics In biology and medicine * Metamorphosis, the biological process of changing physical form after birth or hatching * Malignant transformation, the process of cells becoming cancerous * Trans ...


References


Further reading

* provides an undergraduate level introduction. * * * {{DEFAULTSORT:Contraction Mapping Metric geometry Fixed points (mathematics)