Haar Function
Define
and
| psi_(jk)(x)=psi(2^jx-k) |
(2)
|
for j a nonnegative integer and 0<=k<=2^j-1.
So, for example, the first few values of psi_(jk)(x) are
Then a function f(x) can be written as a series expansion by
The functions psi_(jk) and psi are all orthogonal in [0,1], with
for (j,k)!=(0,0) in the first case and (j,k)!=(l,m) in the second.
These functions can be used to define wavelets. Let a function be defined on n intervals, with n a power of 2. Then an arbitrary function can be considered as an n-vector f, and the coefficients in the expansion b can be determined by solving the matrix equation
| f=W_nb |
(13)
|
for b, where W is the matrix of psi basis functions. For example, the fourth-order Haar function wavelet matrix is given by
See also
Wavelet, Wavelet Matrix, Wavelet TransformExplore with Wolfram|Alpha
More things to try:
References
Haar, A. "Zur Theorie der orthogonalen Funktionensysteme." Math. Ann. 69, 331-371, 1910.Strang, G. "Wavelet Transforms Versus Fourier Transforms." Bull. Amer. Math. Soc. 28, 288-305, 1993.Referenced on Wolfram|Alpha
Haar FunctionCite this as:
Weisstein, Eric W. "Haar Function." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/HaarFunction.html