In
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 ...
, a contraction mapping, or contraction or contractor, on a
metric space
In mathematics, a metric space is a Set (mathematics), set together with a notion of ''distance'' between its Element (mathematics), elements, usually called point (geometry), points. The distance is measured by a function (mathematics), functi ...
(''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 duration or temperature. Here, ''continuous'' means that pairs of values can have arbitrarily small differences. Every re ...
such that for all ''x'' and ''y'' in ''M'',
:
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
is a contractive mapping if there is a constant
such that
:
for all ''x'' and ''y'' in ''M''.
Every contraction mapping is
Lipschitz continuous
In mathematical analysis, Lipschitz continuity, named after Germany, German mathematician Rudolf Lipschitz, is a strong form of uniform continuity for function (mathematics), functions. Intuitively, a Lipschitz continuous function is limited in h ...
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 or Banach–Caccioppoli theorem) is an important tool in the theory of metric spaces; it guarantees the existence and uniqu ...
states that every contraction mapping on a
non-empty complete metric space
In mathematical analysis, a metric space is called complete (or a Cauchy space) if every Cauchy sequence of points in has a limit that is also in .
Intuitively, a space is complete if there are no "points missing" from it (inside or at the bou ...
has a unique fixed point, and that for any ''x'' in ''M'' the
iterated function
In mathematics, an iterated function is a function that is obtained by composing another function with itself two or several times. The process of repeatedly applying the same function is called iteration. In this process, starting from some ...
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 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 (DE) dependent on only a single independent variable (mathematics), variable. As with any other DE, its unknown(s) consists of one (or more) Function (mathematic ...
s, and is used in one proof of the
inverse function theorem
In mathematics, the inverse function theorem is a theorem that asserts that, if a real function ''f'' has a continuous derivative near a point where its derivative is nonzero, then, near this point, ''f'' has an inverse function. The inverse fu ...
.
Contraction mappings play an important role in
dynamic programming problems.
Firmly non-expansive mapping
A non-expansive mapping with
can be generalized to a firmly non-expansive mapping in a
Hilbert space
In mathematics, a Hilbert space is a real number, real or complex number, complex inner product space that is also a complete metric space with respect to the metric induced by the inner product. It generalizes the notion of Euclidean space. The ...
if the following holds for all ''x'' and ''y'' in
:
:
where
:
.
This is a special case of
averaged nonexpansive operators with
. 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 an upper bound on the absolute value of the inner product between two vectors in an inner product space in terms of the product of the vector norms. It is ...
.
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 set of points is convex if it contains every line segment between two points in the set.
For example, a solid cube (geometry), cube is a convex set, but anything that is hollow or has an indent, for example, a crescent shape, is n ...
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
, then for any initial point
, iterating
yields convergence to a fixed point
. This convergence might be
weak
Weak may refer to:
Songs
* Weak (AJR song), "Weak" (AJR song), 2016
* Weak (Melanie C song), "Weak" (Melanie C song), 2011
* Weak (SWV song), "Weak" (SWV song), 1993
* Weak (Skunk Anansie song), "Weak" (Skunk Anansie song), 1995
* "Weak", a son ...
in an infinite-dimensional setting.
Subcontraction map
A subcontraction map or subcontractor is a map ''f'' on a metric space (''M'', ''d'') such that
:
:
If the
image
An image or picture is a visual representation. An image can be Two-dimensional space, two-dimensional, such as a drawing, painting, or photograph, or Three-dimensional space, three-dimensional, such as a carving or sculpture. Images may be di ...
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, a type of agreement used by U.S. states
* Blood compact, an ancient ritual of the Philippines
* Compact government, a t ...
, then ''f'' has a fixed point.
Locally convex spaces
In a
locally convex space (''E'', ''P'') with
topology
Topology (from the Greek language, Greek words , and ) is the branch of mathematics concerned with the properties of a Mathematical object, geometric object that are preserved under Continuous function, continuous Deformation theory, deformat ...
given by a set ''P'' of
seminorm
In mathematics, particularly in functional analysis, a seminorm is like a Norm (mathematics), norm but need not be positive definite. Seminorms are intimately connected with convex sets: every seminorm is the Minkowski functional of some Absorbing ...
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
*
Contraction (operator theory)
In operator theory, a bounded operator ''T'': ''X'' → ''Y'' between normed vector spaces ''X'' and ''Y'' is said to be a contraction if its operator norm , , ''T'' , , ≤ 1. This notion is a special case of the concept of a contra ...
*
Transformation
*
Comparametric equation
*
Blackwell's contraction mapping theorem
*
CLRg property
References
Further reading
* provides an undergraduate level introduction.
*
*
*
*
{{DEFAULTSORT:Contraction Mapping
Fixed points (mathematics)
Metric geometry