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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 ...
, the Cayley transform, named after Arthur Cayley, is any of a cluster of related things. As originally described by , the Cayley transform is a mapping between skew-symmetric matrices and special orthogonal matrices. The transform is a homography used in
real analysis In mathematics, the branch of real analysis studies the behavior of real numbers, sequences and series of real numbers, and real functions. Some particular properties of real-valued sequences and functions that real analysis studies include co ...
,
complex analysis Complex analysis, traditionally known as the theory of functions of a complex variable, is the branch of mathematical analysis that investigates functions of complex numbers. It is helpful in many branches of mathematics, including algebraic ...
, and quaternionic analysis. In the theory of
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 ...
s, the Cayley transform is a mapping between
linear operator In mathematics, and more specifically in linear algebra, a linear map (also called a linear mapping, linear transformation, vector space homomorphism, or in some contexts linear function) is a mapping V \to W between two vector spaces that pr ...
s .


Real homography

A simple example of a Cayley transform can be done on the real projective line. The Cayley transform here will permute the elements of in sequence. For example, it maps the positive real numbers to the interval ��1, 1 Thus the Cayley transform is used to adapt
Legendre polynomials In mathematics, Legendre polynomials, named after Adrien-Marie Legendre (1782), are a system of complete and orthogonal polynomials with a wide number of mathematical properties and numerous applications. They can be defined in many ways, and t ...
for use with functions on the positive real numbers with Legendre rational functions. As a real homography, points are described with projective coordinates, and the mapping is : ,\ 1= \left frac ,\ 1\right\thicksim - 1, \ x + 1= ,\ 1begin1 & 1 \\ -1 & 1 \end .


Complex homography

On the upper half of the
complex plane In mathematics, the complex plane is the plane (geometry), plane formed by the complex numbers, with a Cartesian coordinate system such that the horizontal -axis, called the real axis, is formed by the real numbers, and the vertical -axis, call ...
, the Cayley transform is: :f(z) = \frac . Since \ is mapped to \, and
Möbius transformation In geometry and complex analysis, a Möbius transformation of the complex plane is a rational function of the form f(z) = \frac of one complex number, complex variable ; here the coefficients , , , are complex numbers satisfying . Geometrically ...
s permute the generalised circles in the
complex plane In mathematics, the complex plane is the plane (geometry), plane formed by the complex numbers, with a Cartesian coordinate system such that the horizontal -axis, called the real axis, is formed by the real numbers, and the vertical -axis, call ...
, f maps the real line to the
unit circle In mathematics, a unit circle is a circle of unit radius—that is, a radius of 1. Frequently, especially in trigonometry, the unit circle is the circle of radius 1 centered at the origin (0, 0) in the Cartesian coordinate system in the Eucli ...
. Furthermore, since f is a
homeomorphism In mathematics and more specifically in topology, a homeomorphism ( from Greek roots meaning "similar shape", named by Henri Poincaré), also called topological isomorphism, or bicontinuous function, is a bijective and continuous function ...
and i is taken to 0 by f, the upper half-plane is mapped to the
unit disk In mathematics, the open unit disk (or disc) around ''P'' (where ''P'' is a given point in the plane), is the set of points whose distance from ''P'' is less than 1: :D_1(P) = \.\, The closed unit disk around ''P'' is the set of points whose d ...
. In terms of the
models A model is an informative representation of an object, person, or system. The term originally denoted the plans of a building in late 16th-century English, and derived via French and Italian ultimately from Latin , . Models can be divided int ...
of
hyperbolic geometry In mathematics, hyperbolic geometry (also called Lobachevskian geometry or János Bolyai, Bolyai–Nikolai Lobachevsky, Lobachevskian geometry) is a non-Euclidean geometry. The parallel postulate of Euclidean geometry is replaced with: :For a ...
, this Cayley transform relates the Poincaré half-plane model to the
Poincaré disk model In geometry, the Poincaré disk model, also called the conformal disk model, is a model of 2-dimensional hyperbolic geometry in which all points are inside the unit disk, and straight lines are either circular arcs contained within the disk t ...
. In electrical engineering the Cayley transform has been used to map a reactance half-plane to the Smith chart used for
impedance matching In electrical engineering, impedance matching is the practice of designing or adjusting the input impedance or output impedance of an electrical device for a desired value. Often, the desired value is selected to maximize power transfer or ...
of transmission lines.


Quaternion homography

In the
four-dimensional space Four-dimensional space (4D) is the mathematical extension of the concept of three-dimensional space (3D). Three-dimensional space is the simplest possible abstraction of the observation that one needs only three numbers, called ''dimensions'' ...
of
quaternion In mathematics, the quaternion number system extends the complex numbers. Quaternions were first described by the Irish mathematician William Rowan Hamilton in 1843 and applied to mechanics in three-dimensional space. The algebra of quater ...
s a+b\vec+c\vec+d\vec, the versors :u(\theta, r) = \cos \theta + r \sin \theta form the unit 3-sphere. Since quaternions are non-commutative, elements of its
projective line In projective geometry and mathematics more generally, a projective line is, roughly speaking, the extension of a usual line by a point called a '' point at infinity''. The statement and the proof of many theorems of geometry are simplified by the ...
have homogeneous coordinates written U ,b/math> to indicate that the homogeneous factor multiplies on the left. The quaternion transform is :f(u,q) = U ,1begin1 & 1 \\ -u & u \end = U - u,\ q + u\sim U q + u)^(q - u),\ 1 The real and complex homographies described above are instances of the quaternion homography where \theta is zero or \pi/2, respectively. Evidently the transform takes u\to 0\to -1 and takes -u \to \infty \to 1. Evaluating this homography at q=1 maps the versor u into its axis: :f(u,1) =(1+u)^(1-u) = (1+u)^*(1-u)/ , 1+u, ^2. But , 1+u, ^2 = (1+u)(1+u^*) = 2 + 2 \cos \theta ,\quad \text\quad (1+u^*)(1-u) = -2 r \sin \theta . Thus f(u,1) = -r \frac = -r \tan \frac . In this form the Cayley transform has been described as a rational parametrization of rotation: Let t=\tan\phi/2 in the complex number identity :e^ = \frac where the right hand side is the transform of ti and the left hand side represents the rotation of the plane by negative \phi radians.


Inverse

Let u^* = \cos \theta - r \sin \theta = u^ . Since :\begin 1 & 1 \\ -u & u \end\ \begin 1 & -u^* \\ 1 & u^* \end \ = \ \begin 2 & 0 \\ 0 & 2 \end \ \sim \ \begin 1 & 0 \\ 0 & 1 \end \ , where the equivalence is in the
projective linear group In mathematics, especially in the group theoretic area of algebra, the projective linear group (also known as the projective general linear group or PGL) is the induced action of the general linear group of a vector space ''V'' on the associa ...
over quaternions, the inverse of f(u,1) is :U ,1\begin 1 & -u^* \\ 1 & u^* \end \ = \ U +1,\ (1-p)u^*\sim U (1-p)^ (p+1), \ 1. Since homographies are
bijection In mathematics, a bijection, bijective function, or one-to-one correspondence is a function between two sets such that each element of the second set (the codomain) is the image of exactly one element of the first set (the domain). Equival ...
s, f^ (u,1) maps the vector quaternions to the 3-sphere of versors. As versors represent rotations in 3-space, the homography f^ produces rotations from the ball in \R^3.


Matrix map

Among ''n''×''n'' square matrices over the reals, with ''I'' the
identity matrix In linear algebra, the identity matrix of size n is the n\times n square matrix with ones on the main diagonal and zeros elsewhere. It has unique properties, for example when the identity matrix represents a geometric transformation, the obje ...
, let ''A'' be any
skew-symmetric matrix In mathematics, particularly in linear algebra, a skew-symmetric (or antisymmetric or antimetric) matrix is a square matrix whose transpose equals its negative. That is, it satisfies the condition In terms of the entries of the matrix, if a ...
(so that ''A''T = −''A''). Then ''I'' + ''A'' is
invertible In mathematics, the concept of an inverse element generalises the concepts of opposite () and reciprocal () of numbers. Given an operation denoted here , and an identity element denoted , if , one says that is a left inverse of , and that ...
, and the Cayley transform : Q = (I - A)(I + A)^ \,\! produces an
orthogonal matrix In linear algebra, an orthogonal matrix, or orthonormal matrix, is a real square matrix whose columns and rows are orthonormal vectors. One way to express this is Q^\mathrm Q = Q Q^\mathrm = I, where is the transpose of and is the identi ...
, ''Q'' (so that ''Q''T''Q'' = ''I''). The matrix multiplication in the definition of ''Q'' above is commutative, so ''Q'' can be alternatively defined as Q = (I + A)^(I - A). In fact, ''Q'' must have determinant +1, so is special orthogonal. Conversely, let ''Q'' be any orthogonal matrix which does not have −1 as an
eigenvalue In linear algebra, an eigenvector ( ) or characteristic vector is a vector that has its direction unchanged (or reversed) by a given linear transformation. More precisely, an eigenvector \mathbf v of a linear transformation T is scaled by a ...
; then : A = (I - Q)(I + Q)^ \,\! is a skew-symmetric matrix. (See also: Involution.) The condition on ''Q'' automatically excludes matrices with determinant −1, but also excludes certain special orthogonal matrices. However, any rotation (special orthogonal) matrix ''Q'' can be written as :Q = \bigl((I - A)(I + A)^\bigr)^2 for some skew-symmetric matrix ''A''; more generally any orthogonal matrix ''Q'' can be written as :Q = E(I - A)(I + A)^ for some skew-symmetric matrix ''A'' and some diagonal matrix ''E'' with ±1 as entries. A slightly different form is also seen, requiring different mappings in each direction, :\begin Q &= (I - A)^(I + A), \\ mu A &= (Q - I)(Q + I)^. \end The mappings may also be written with the order of the factors reversed; Howard Eves (1966) ''Elementary Matrix Theory'', § 5.4A Cayley’s Construction of Real Orthogonal Matrices, pages 365–7,
Allyn & Bacon Allyn & Bacon, founded in 1868, is a higher education textbook publisher in the areas of education, humanities and social sciences. It is an imprint of Pearson Education, the world's largest education publishing and technology company, which is ...
however, ''A'' always commutes with (μ''I'' ± ''A'')−1, so the reordering does not affect the definition.


Examples

In the 2×2 case, we have : \begin 0 & \tan \frac \\ -\tan \frac & 0 \end \leftrightarrow \begin \cos \theta & -\sin \theta \\ \sin \theta & \cos \theta \end . The 180°
rotation matrix In linear algebra, a rotation matrix is a transformation matrix that is used to perform a rotation (mathematics), rotation in Euclidean space. For example, using the convention below, the matrix :R = \begin \cos \theta & -\sin \theta \\ \sin \t ...
, −''I'', is excluded, though it is the limit as tan θ2 goes to infinity. In the 3×3 case, we have : \begin 0 & z & -y \\ -z & 0 & x \\ y & -x & 0 \end \leftrightarrow \frac \begin w^2+x^2-y^2-z^2 & 2 (x y-w z) & 2 (w y+x z) \\ 2 (x y+w z) & w^2-x^2+y^2-z^2 & 2 (y z-w x) \\ 2 (x z-w y) & 2 (w x+y z) & w^2-x^2-y^2+z^2 \end , where ''K'' = ''w''2 + ''x''2 + ''y''2 + ''z''2, and where ''w'' = 1. This we recognize as the rotation matrix corresponding to
quaternion In mathematics, the quaternion number system extends the complex numbers. Quaternions were first described by the Irish mathematician William Rowan Hamilton in 1843 and applied to mechanics in three-dimensional space. The algebra of quater ...
: w + \mathbf x + \mathbf y + \mathbf z \,\! (by a formula Cayley had published the year before), except scaled so that ''w'' = 1 instead of the usual scaling so that ''w''2 + ''x''2 + ''y''2 + ''z''2 = 1. Thus vector (''x'',''y'',''z'') is the unit axis of rotation scaled by tan θ2. Again excluded are 180° rotations, which in this case are all ''Q'' which are symmetric (so that ''Q''T = ''Q'').


Other matrices

One can extend the mapping to
complex Complex commonly refers to: * Complexity, the behaviour of a system whose components interact in multiple ways so possible interactions are difficult to describe ** Complex system, a system composed of many components which may interact with each ...
matrices by substituting " unitary" for "orthogonal" and " skew-Hermitian" for "skew-symmetric", the difference being that the transpose (·T) is replaced by the conjugate transposeH). This is consistent with replacing the standard real
inner product 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 ...
with the standard complex inner product. In fact, one may extend the definition further with choices of adjoint other than transpose or conjugate transpose. Formally, the definition only requires some invertibility, so one can substitute for ''Q'' any matrix ''M'' whose eigenvalues do not include −1. For example, : \begin 0 & -a & ab - c \\ 0 & 0 & -b \\ 0 & 0 & 0 \end \leftrightarrow \begin 1 & 2a & 2c \\ 0 & 1 & 2b \\ 0 & 0 & 1 \end . Note that ''A'' is skew-symmetric (respectively, skew-Hermitian) if and only if ''Q'' is orthogonal (respectively, unitary) with no eigenvalue −1.


Operator map

An infinite-dimensional version of an inner product space is 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 ...
, and one can no longer speak of matrices. However, matrices are merely representations of
linear operator In mathematics, and more specifically in linear algebra, a linear map (also called a linear mapping, linear transformation, vector space homomorphism, or in some contexts linear function) is a mapping V \to W between two vector spaces that pr ...
s, and these can be used. So, generalizing both the matrix mapping and the complex plane mapping, one may define a Cayley transform of operators. :\begin U &= (A - \mathbfI) (A + \mathbfI)^ \\ A &= \mathbf(I + U) (I - U)^ \end Here the domain of ''U'', dom ''U'', is (''A''+i''I'') dom ''A''. See self-adjoint operator for further details.


See also

*
Bilinear transform The bilinear transform (also known as Tustin's method, after Arnold Tustin) is used in digital signal processing and discrete-time control theory to transform continuous-time system representations to discrete-time and vice versa. The bilinear t ...
* Extensions of symmetric operators


References

* Sterling K. Berberian (1974) ''Lectures in Functional Analysis and Operator Theory'',
Graduate Texts in Mathematics Graduate Texts in Mathematics (GTM) () is a series of graduate-level textbooks in mathematics published by Springer-Verlag. The books in this series, like the other Springer-Verlag mathematics series, are yellow books of a standard size (with va ...
#15, pages 278, 281, Springer-Verlag * ; reprinted as article 52 (pp. 332–336) in * Lokenath Debnath & Piotr Mikusiński (1990) ''Introduction to Hilbert Spaces with Applications'', page 213,
Academic Press Academic Press (AP) is an academic book publisher founded in 1941. It launched a British division in the 1950s. Academic Press was acquired by Harcourt, Brace & World in 1969. Reed Elsevier said in 2000 it would buy Harcourt, a deal complete ...
* Gilbert Helmberg (1969) ''Introduction to Spectral Theory in Hilbert Space'', page 288, § 38: The Cayley Transform, Applied Mathematics and Mechanics #6,
North Holland North Holland (, ) is a Provinces of the Netherlands, province of the Netherlands in the northwestern part of the country. It is located on the North Sea, north of South Holland and Utrecht (province), Utrecht, and west of Friesland and Flevola ...
* ; translated from the Russian * Henry Ricardo (2010) ''A Modern Introduction to Linear Algebra'', page 504,
CRC Press The CRC Press, LLC is an American publishing group that specializes in producing technical books. Many of their books relate to engineering, science and mathematics. Their scope also includes books on business, forensics and information technol ...
. * Conformal mappings Transforms ru:Преобразование Мёбиуса#Примеры