John D. Cook 2/7/2026

Eigenvalue homework problems are backward

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The article contrasts the academic approach to finding eigenvalues—by computing polynomial roots from a matrix—with real-world numerical methods like the QR algorithm. It highlights that in practice, eigenvalue solvers are used to find polynomial roots via companion matrices, reversing the typical classroom procedure.

Eigenvalue homework problems are backward

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