[Math] Proving number of non zero eigen values.

eigenvalues-eigenvectorslinear algebra

The statement is :- number of non zero eigen values of a matrix A is atmost rank(A).

Can someone help me to prove this?

I read some of the answers to the question similar to this here but I am not able to understand it fully.

Best Answer

If a matrix $A$ is diagonalizable, then the algebraic multiplicity of any eigenvalue of $A$ is equal to its geometric multiplicity. In particular, if $A$ is symmetric (Hermitian) or all the eigenvalues of $A$ are distinct, then $A$ is diagonalizable. From rank-nullity theorem, it is known that $$\text{rank}(A)+\text{nullity}(A)=\text{dim} (A).$$ Nullity is the dimension of the kernel space of $A$. Meaning the number of linearly independent eigenvectors x for which $Ax=0\cdot x$. So nullity in this case implies the multiplicity of $0$ as an eigenvalue of $A$ and hence rank implies the number of nonzero eigenvalues of $A$.

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