The Gershgorin circle theorem states that every eigenvalue of lies in at least one disc
For a nonzero complex eigenvector , choose an index with . The th row of gives
Dividing by proves membership in . This is valid for real matrices even when the eigenvalues are complex.
For with , the three Gershgorin discs have positive real centres , , , and radii , , . Centre minus radius is respectively
Thus none of the discs contains zero. By the Gershgorin circle theorem, zero is not an eigenvalue, so is nonsingular for every . Consequently

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