Symmetrization Explained
In mathematics, symmetrization is a process that converts any function in
variables to a
symmetric function in
variables.Similarly,
antisymmetrization converts any function in
variables into an
antisymmetric function.
Two variables
Let
be a
set and
be an
additive abelian group. A map
is called a
if
It is called an
if instead
The of a map
is the map
(x,y)\mapsto\alpha(x,y)+\alpha(y,x).
Similarly, the
or
of a map
is the map
(x,y)\mapsto\alpha(x,y)-\alpha(y,x).
The sum of the symmetrization and the antisymmetrization of a map
is
Thus, away from 2, meaning if 2 is
invertible, such as for the
real numbers, one can divide by 2 and express every function as a sum of a symmetric function and an anti-symmetric function.
The symmetrization of a symmetric map is its double, while the symmetrization of an alternating map is zero; similarly, the antisymmetrization of a symmetric map is zero, while the antisymmetrization of an anti-symmetric map is its double.
Bilinear forms
The symmetrization and antisymmetrization of a bilinear map are bilinear; thus away from 2, every bilinear form is a sum of a symmetric form and a skew-symmetric form, and there is no difference between a symmetric form and a quadratic form.
At 2, not every form can be decomposed into a symmetric form and a skew-symmetric form. For instance, over the integers, the associated symmetric form (over the rationals) may take half-integer values, while over
a function is skew-symmetric if and only if it is symmetric (as
).
This leads to the notion of ε-quadratic forms and ε-symmetric forms.
Representation theory
In terms of representation theory:
- exchanging variables gives a representation of the symmetric group on the space of functions in two variables,
- the symmetric and antisymmetric functions are the subrepresentations corresponding to the trivial representation and the sign representation, and
- symmetrization and antisymmetrization map a function into these subrepresentations – if one divides by 2, these yield projection maps.
As the symmetric group of order two equals the cyclic group of order two (
), this corresponds to the
discrete Fourier transform of order two.
n variables
More generally, given a function in
variables, one can symmetrize by taking the sum over all
permutations of the variables,
[1] or antisymmetrize by taking the sum over all
even permutations and subtracting the sum over all
odd permutations (except that when
the only permutation is even).
Here symmetrizing a symmetric function multiplies by
– thus if
is invertible, such as when working over a
field of
characteristic
or
then these yield projections when divided by
In terms of representation theory, these only yield the subrepresentations corresponding to the trivial and sign representation, but for
there are others – see
representation theory of the symmetric group and
symmetric polynomials.
Bootstrapping
Given a function in
variables, one can obtain a symmetric function in
variables by taking the sum over
-element
subsets of the variables. In statistics, this is referred to as
bootstrapping, and the associated statistics are called
U-statistics.
References
Notes and References
- Hazewinkel (1990), [{{Google books|plainurl=y|id=kwMdtnhtUMMC|page=344|text=symmetrized}} p. 344]