It is clear that the first principal component is the vector which is the closest to the data, but can someone prove why the first two principal components span a plane that is the closest to the data?

  • $\begingroup$ I don't think closest to the data is correct. $\endgroup$ – SmallChess Mar 10 '17 at 14:17

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