Power iteration

You repeatedly apply a matrix to a random vector and renormalize after each step. Assuming a unique largest-magnitude eigenvalue, what does the sequence converge to?

Show hints (2)+
  1. The dominant eigendirection grows fastest.
  2. This underlies PageRank.

Answer

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The eigenvector of the largest-magnitude eigenvalue

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