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Determinant of Jacobian and directional derivatives
As you point out, there are some general matrix facts in here. Consider the eigendecomposition of a matrix: $A = S \Lambda S^{-1}$, where $S$ and $S^{-1}$ are orthonormal (implying their determinant i …