This proves: Similar matrices have the same characteristic polynomial. (Lay P277 Theorem 4)
I prefer https://math.stackexchange.com/a/8407/53259, but this proves that they have the same eigenvalues.
Are they equivalent? What about in general, even for matrices which are NOT similar?
Answer
- If $A$ and $B$ have the same characteristic polynomial, then clearly the have the same eigenvalues, these are the zeros of the characteristic polynomial.
- The converse is generally not true: for example
$$
A=\left[\matrix{1&0&0\cr
0&0&1\cr 0&0&0}\right],\quad
B=\left[\matrix{1&1&0\cr
0&1&0\cr 0&0&0}\right]
$$
we have $\sigma(A)=\sigma(B)=\{0,1\}$, but $\chi_A(X)=X^2(X-1)$, $\chi_B(X)=X(X-1)^2$.
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