Question

Relation between rank and eigenvalues of a matrix

Answer 1

Well, if A is an n matrix, the rank of A plus the nullity of A is equal to n ; that's the rank-nullity theorem. The nullity is the dimension of the kernel of thematrix, which is all vectors v of the form:
The kernel of A is precisely the eigenspace corresponding to eigenvalue0