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In mathematics, a biorthogonal system is a pair of indexed families of vectors \tilde v_i \text E \text \tilde u_i \text F such that \left\langle\tilde v_i , \tilde u_j\right\rangle = \delta_, where E and F form a pair of
topological vector space In mathematics, a topological vector space (also called a linear topological space and commonly abbreviated TVS or t.v.s.) is one of the basic structures investigated in functional analysis. A topological vector space is a vector space that is al ...
s that are in duality, \langle \,\cdot, \cdot\, \rangle is a bilinear mapping and \delta_ is the
Kronecker delta In mathematics, the Kronecker delta (named after Leopold Kronecker) is a function of two variables, usually just non-negative integers. The function is 1 if the variables are equal, and 0 otherwise: \delta_ = \begin 0 &\text i \neq j, \\ 1 ...
. An example is the pair of sets of respectively left and right
eigenvector In linear algebra, an eigenvector () or characteristic vector of a linear transformation is a nonzero vector that changes at most by a scalar factor when that linear transformation is applied to it. The corresponding eigenvalue, often denote ...
s of a matrix, indexed by
eigenvalue In linear algebra, an eigenvector () or characteristic vector of a linear transformation is a nonzero vector that changes at most by a scalar factor when that linear transformation is applied to it. The corresponding eigenvalue, often denot ...
, if the eigenvalues are distinct. A biorthogonal system in which E = F and \tilde v_i = \tilde u_i is an orthonormal system.


Projection

Related to a biorthogonal system is the projection P := \sum_ \tilde u_i \otimes \tilde v_i, where (u \otimes v) (x) := u \langle v, x \rangle; its image is the
linear span In mathematics, the linear span (also called the linear hull or just span) of a set of vectors (from a vector space), denoted , pp. 29-30, §§ 2.5, 2.8 is defined as the set of all linear combinations of the vectors in . It can be characteri ...
of \left\, and the
kernel Kernel may refer to: Computing * Kernel (operating system), the central component of most operating systems * Kernel (image processing), a matrix used for image convolution * Compute kernel, in GPGPU programming * Kernel method, in machine lea ...
is \left\.


Construction

Given a possibly non-orthogonal set of vectors \mathbf = \left(u_i\right) and \mathbf = \left(v_i\right) the projection related is P = \sum_ u_i \left(\langle\mathbf, \mathbf\rangle^\right)_ \otimes v_j, where \langle\mathbf,\mathbf\rangle is the matrix with entries \left(\langle\mathbf, \mathbf\rangle\right)_ = \left\langle v_i, u_j\right\rangle. * \tilde u_i := (I - P) u_i, and \tilde v_i := (I - P)^* v_i then is a biorthogonal system.


See also

* * * * *


References

* Jean Dieudonné, ''On biorthogonal systems'' Michigan Math. J. 2 (1953), no. 1, 7–20

{{Functional analysis Topological vector spaces