Define
(1)
|
and
(2)
|
for a nonnegative integer and
.
So, for example, the first few values of are
(3)
| |||
(4)
| |||
(5)
| |||
(6)
| |||
(7)
| |||
(8)
| |||
(9)
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Then a function can be written as a series expansion by
(10)
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The functions and
are all orthogonal
in
, with
(11)
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(12)
|
for
in the first case and
in the second.
These functions can be used to define wavelets. Let a function be defined on intervals, with
a power of 2. Then an arbitrary
function can be considered as an
-vector
, and the coefficients in the
expansion
can be determined by solving the matrix equation
(13)
|
for ,
where
is the matrix of
basis functions. For example, the fourth-order Haar function
wavelet matrix is given by
(14)
| |||
(15)
|