Friday, October 12, 2007

Hermite Polynomials and Gaussian distribution Links

Gaussian functions from Wiki

Gaussian integrals from Wiki

Normal distribution from Wiki

Construct Hermite Polynomials from Gaussian distribution functions (see copy below)

Hermite polynomials from Wiki

Addition on Hermite polynomials


Construct Hermite Polynomials from Gaussian distribution functions, copied from link above:

Let us look at the Hermite polynomials in somewhat more detail. Consider a Gaussian function, .

.

We write

.

This defines the Hermite polynomials.

.

The parity of the Hermite polynomials is (-1)n.

Hn(z) is a nth degree polynomial in z.

Proof:

This statement holds for n = 1 and n = 2.

Let . Then

.

If Hn-1(z) is a polynomial of degree n-1, the Hn(z) is a polynomial of degree n. The statement therefore holds for all n.

The generating function

Consider F(z+l) = exp(-(z+l)2).

A Taylor series expansion, , yields

.

Let l’ = -l. Then

.

. (Taylor series expansion)

is called the generating function for the Hermite polynomials Hn(z).

Recurrence relations

We have already found

.

Other recurrence relations exist.

and combining the first two relations

.

[ is obtained by differentiating with respect to z,

, and equating terms of equal power of l.

is obtained by differentiating with respect to l.]

Summary

The Hermite polynomials Hn(z) are defined by

or .

The generating function of the Hermite polynomials is

.

The recurrence relations are

, ,

and

.

The differential equation satisfied by the Hermite polynomials is

.

The normalization and orthogonality condition are

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