In mathematics, discrete Chebyshev polynomials, or Gram polynomials, are a type of
discrete orthogonal polynomials used in
approximation theory
In mathematics, approximation theory is concerned with how functions can best be approximated with simpler functions, and with quantitatively characterizing the errors introduced thereby. Note that what is meant by ''best'' and ''simpler'' wil ...
, introduced by
Pafnuty Chebyshev
Pafnuty Lvovich Chebyshev ( rus, Пафну́тий Льво́вич Чебышёв, p=pɐfˈnutʲɪj ˈlʲvovʲɪtɕ tɕɪbɨˈʂof) ( – ) was a Russian mathematician and considered to be the founding father of Russian mathematics.
Chebysh ...
and rediscovered by
Gram
The gram (originally gramme; SI unit symbol g) is a unit of mass in the International System of Units (SI) equal to one one thousandth of a kilogram.
Originally defined as of 1795 as "the absolute weight of a volume of pure water equal to ...
.
They were later found to be applicable to various algebraic properties of spin angular momentum.
Elementary Definition
The discrete Chebyshev polynomial
is a polynomial of degree ''n'' in ''x'', for
, constructed such that two polynomials of unequal degree are orthogonal with respect to the weight function
with
being the Dirac delta function. That is,
The integral on the left is actually a sum because of the delta function, and we have,
Thus, even though
is a polynomial in
, only its values at a discrete set of points,
are of any significance. Nevertheless, because these polynomials can be defined in terms of orthogonality with respect to a nonnegative weight function, the entire theory of orthogonal polynomials is applicable. In particular, the polynomials are complete in the sense that
Chebyshev chose the normalization so that
This fixes the polynomials completely along with the sign convention,
.
If the independent variable is linearly scaled and shifted so that the end points assume the values
and
, then as
,
times a constant, where
is the Legendre polynomial.
Advanced Definition
Let be a
smooth function
In mathematical analysis, the smoothness of a function is a property measured by the number of continuous derivatives it has over some domain, called ''differentiability class''. At the very minimum, a function could be considered smooth if ...
defined on the
closed interval
In mathematics, a (real) interval is a set of real numbers that contains all real numbers lying between any two numbers of the set. For example, the set of numbers satisfying is an interval which contains , , and all numbers in between. Othe ...
minus;1, 1 whose values are known explicitly only at points , where ''k'' and ''m'' are
integers
An integer is the number zero (), a positive natural number (, , , etc.) or a negative integer with a minus sign ( −1, −2, −3, etc.). The negative numbers are the additive inverses of the corresponding positive numbers. In the language ...
and . The task is to approximate ''f'' as a
polynomial
In mathematics, a polynomial is an expression consisting of indeterminates (also called variables) and coefficients, that involves only the operations of addition, subtraction, multiplication, and positive-integer powers of variables. An ex ...
of degree ''n'' < ''m''. Consider a
positive semi-definite bilinear form
In mathematics, a bilinear form is a bilinear map on a vector space (the elements of which are called '' vectors'') over a field ''K'' (the elements of which are called '' scalars''). In other words, a bilinear form is a function that is lin ...
where and are
continuous
Continuity or continuous may refer to:
Mathematics
* Continuity (mathematics), the opposing concept to discreteness; common examples include
** Continuous probability distribution or random variable in probability and statistics
** Continuous g ...
on
minus;1, 1and let
be a discrete
semi-norm. Let
be a
family
Family (from la, familia) is a group of people related either by consanguinity (by recognized birth) or affinity (by marriage or other relationship). The purpose of the family is to maintain the well-being of its members and of society. Idea ...
of polynomials orthogonal to each other
whenever is not equal to . Assume all the polynomials
have a positive
leading coefficient
In mathematics, a coefficient is a multiplicative factor in some term of a polynomial, a series, or an expression; it is usually a number, but may be any expression (including variables such as , and ). When the coefficients are themselves ...
and they are
normalized in such a way that
The
are called discrete Chebyshev (or Gram) polynomials.
Connection with Spin Algebra
The discrete Chebyshev polynomials have surprising connections to various algebraic properties of spin: spin transition probabilities,
the probabilities for observations of the spin in
Bohm's spin-s version of the
Einstein-Podolsky-Rosen experiment,
and
Wigner functions for various spin states.
Specifically, the polynomials turn out to be the eigenvectors of the absolute square of the rotation matrix (the
Wigner D-matrix). The associated eigenvalue is the Legendre polynomial
, where
is the rotation angle. In other words, if
where
are the usual angular momentum or spin eigenstates,
and
then
The eigenvectors
are scaled and shifted versions of the Chebyshev polynomials. They are shifted so as to have support on the points
instead of
for
with
corresponding to
, and
corresponding to
. In addition, the
can be scaled so as to obey other normalization conditions. For example, one could demand that they satisfy
along with
.
References
Orthogonal polynomials
Approximation theory