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3. Numerical Linear Algebra                                      123










                         Figure 3-7. Original signal used for Haar decomposition


           information  derived  from the signal and detail co-efficients is  the high
           frequency information derived form the signal.
              The signal is reconstructed back using inverse Haar transformation and
           the original signal along with reconstructed signal is displayed below.



































                 Figure 3-8. Approximation co-efficients obtained using Haar transformation
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