Define
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(1)
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and
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(2)
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for a nonnegative integer and
.
So, for example, the first few values of are
|
(3)
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(4)
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(5)
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(6)
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|
(7)
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|
(8)
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(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
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(11)
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(12)
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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
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(13)
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for ,
where
is the matrix of
basis functions. For example, the fourth-order Haar function
wavelet matrix is given by
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(14)
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(15)
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