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 $n\times n$) 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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