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× |
then define Hm for m > 0 by: |
H H |
H = 1 m −1 m −1 , |
m √2 |
H H |
m 1 m 1 |
− − − |
where the 1/√2 is a normalization that is sometimes omitted. Thus, other than this |
normalization factor, the Hadamard matrices are made up entirely of 1 and -1. |
Equivalently, we can define the Hadamard matrix by its (k, n)-th entry by writing |
k = k 2m 1 +k 2m 2 + +k 2+k , |
m 1 − m 2 − 1 0 |
− − ··· |
and |
n = n 2m 1 +n 2m 2 + +n 2+n , |
m 1 − m 2 − 1 0 |
− − ··· |
where the kj and nj are the binary digits (0 or 1) of n and k, respectively. In this case, |
we have: |
(H m) = 2m1 /2( −1)P jk jn j. |
k,n |
This is exactly the multidimensional 2 2 2 2 DFT, normalized to be unitary, if |
× ×···× × |
the inputs and outputs are regarded as multidimensional arrays indexed by the n and k , |
j j |
respectively. Some examples of the Hadamard matrices follow. |
H = +1 |
0 |
1 1 |
|
H = 1 |
1 √2 |
1 1 |
|
− |
(This H1 is precisely the size-2 DFT. It can also be regarded as the Fourier transform on |
the two-element additive group of Z/(2).) |
1 1 1 1 |
|
1 1 1 1 |
H = 1 − − |
2 2 |
1 1 1 1 |
− − |
|
1 1 1 1 |
− − |
12 |
1 1 1 1 1 1 1 1 |
|
1 1 1 1 1 1 1 1 |
|
− − − − |
|
1 1 1 1 1 1 1 1 |
− − − − |
|
1 1 1 1 1 1 1 1 |
H = 1 − − − − . |
3 23/2 |
1 1 1 1 1 1 1 1 |
− − − − |
|
1 1 1 1 1 1 1 1 |
− − − − |
|
1 1 1 1 1 1 1 1 |
− − − − |
|
1 1 1 1 1 1 1 1 |
− − − − |
(H ) = 1 ( 1)ij |
n i,j 2n/2 · |
− |
where i j is the bitwise dot product of the binary representations of the numbers i and |
· |
j. For example, H = ( 1)32 = ( 1)(1,1)(1,0) = ( 1)1+0 = ( 1)1 = 1 , agreeing with the |
32 · · |
− − − − − |
above (ignoring the overall constant). Note that the first row, first column of the matrix is |
denoted by H . The rows of the Hadamard matrices are the Walsh functions. |
00 |
In quantum information processing the Hadamard transformation, more often called |
Hadamard gate, is a one-qubit rotation, mapping the qubit-basis states 0 and 1 to two |
| i | i |
superposition states with equal weight of the computational basis states 0 and 1 . Usually |
| i | i |
the phases are chosen so that we have |
|0 i+ |1 i 0 + |0 i−|1 i 1 |
√2 h | √2 h | |
in Dirac notation. This corresponds to the transformation matrix |
1 1 |
|
H = 1 |
1 √2 |
1 1 |
|
− |
in the 0 , 1 basis. |
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