Sunday, 18 September 2016

linear algebra - A symmetric matrix with eigenvalues all 0 or all 1: does it equal 0 or identity?



I have these general wondering about matrices but I don't know to proceed with a proof or a counter example. Suppose that A (dimension n×n) is a real symmetric matrix.




  1. If A has n eigenvalues that are all 1's, does A equal the identity matrix?

  2. If A has n eigenvalues that are all 0's, does A equal the zero matrix?



Can someone elucidate things for me please?




Edit: I learned/can look up diagonalization theorems for real matrices.


Answer



The answer to both is yes.



Hint: All symmetric matrices are diagonalizable. That is, A is similar to a diagonal matrix with the eigenvalues of A on the diagonal.


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