Which polynomial, whose roots are the eigenvalues, is identical for all matrices that are 'similar' to each other?
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Characteristic polynomial
Similar matrices represent the same linear transformation under different bases. Because they share the same characteristic polynomial, they also share the same eigenvalues, determinant, and trace.