Finding the largest singular value "easily"

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I'm only interested in finding the largest singular value of an $m\times n$ real matrix $A$. I don't need the corresponding (left and right) singular vectors.

  1. Is there a way to do so without performing full SVD?
  2. Is there an analytical expression? If not, is there an analytical approximation?