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It is certainly frequent in engineering. If you need to analyze the stability of an electrical grid, there isn't much alternative. A fun book on this is https://openlibrary.org/books/OL2398351M/The_algebraic_eigenvalue_problem https://openlibrary.org/books/OL2398351M/The_algebraic_eigen...