Can we say that there is a relationship between the eigenvalues of the matrix $A$ and its absolute value as $B$, where $b_{ij}=|a_{ij}|$? Consequently, can we say that there is a relationship between the spectral radius of them?
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2Almost surely, no relationship at all. – Jean Marie Dec 08 '17 at 07:02
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Agree with Jean that there's no chance of a nice relationship in general. If $A$ is diagonally dominant, though, the spectral radii will be similar, since the two matrices have the same Gershgorin disk radii. – user7530 Dec 08 '17 at 07:17
2 Answers
Let $A\in M_n(\mathbb{C})$. According to Wielandt, if $B$ is irreducible, then $\rho(A)\leq \rho(B)$.
EDIT. In fact, the inequality remains true even if $B$ is reducible.
Indeed, there is a sequence of positive matrices $(B_k)$ s.t. $B\leq B_k$ and $(B_k)$ tends to $B$.
Thus $|A|\leq B_k$ and $B_k>0$ implies that $\rho(A)\leq \rho(B_k)$. The conclusion comes from $\rho(B_k)$ tends to $\rho(B)$.
There are special cases when the two spectra are closely related. E.g., assume you can write
$$|A| = \Lambda A\Lambda$$
where $\Lambda$ is a diagonal matrix with entries $\pm 1$. Since this a similarity transformation, $A$ and $|A|$ have the same eigenvalues with same multiplicity. There are special cases when this is possible, e.g.,
$$A=\begin{pmatrix}a & -b \\ -c & d\end{pmatrix}$$
Choose
$$\Lambda = \begin{pmatrix}1 & 0 \\ 0 & -1\end{pmatrix}$$

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