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I cannot judge right now the merits or demerits of the specific book you mention. Joonas Ilmavirta addresses in their answer whether your question is appropriate and contains some remarks about the book's claims. The term nonlinear algebra has been used by others though. See, for instance, the draft text by Michalek & Sturmfels, the research group at MPI ...

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