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In our previous discussion, we saw that imposing bandlimited-ness on our class of signals permits point-wise sampling of our signal and then later perfect reconstruction. It turns out that by imposing sparsity we can also obtain perfect reconstruction irrespective of whether or not we have satsified the sampling rate limits imposed by Shannon's sampling theorem. This has extremely important in pra