The map is differentiable at if there is a linear map such that
Equivalently, . This linear map is unique and is the Fréchet derivative . Its matrix in the standard bases is the Jacobian matrix, whose entry is at . A function is differentiable on its domain if this condition holds at every point.
A sufficient condition is that the derivative is surjective, equivalently that its Jacobian matrix has rank . Then the implicit function theorem makes the zero set near a embedded submanifold of dimension
The rank condition persists nearby because the derivative is continuous. This is the local form of the regular level set theorem; only the rank at the specified point is needed for this local conclusion.
Expand the increment of the quadratic form, using :
The last term obeys . Thus is differentiable and
This is the quadratic form gradient. The derivative is a linear functional of the increment , whereas the gradient is its representing vector under the Euclidean inner product.
Since is invertible, the quadratic form gradient vanishes exactly at the origin. At every nonzero point of , the scalar derivative is surjective, so the regular level set theorem gives a smooth submanifold of dimension .
If , the origin is absent. Therefore the largest relatively open smooth subset is all of .
If , the nontriviality assumption forces the form to be an indefinite quadratic form: an invertible definite form would have zero set consisting only of the origin. Every nonzero point is regular. To show that the origin really fails to be a manifold point, use Sylvester's law of inertia to reduce to . With positive and negative coordinate vectors , the null vectors and span . Each line in one of these directions lies in the cone.
If a relatively open manifold neighborhood of the origin existed, its tangent space would contain all these line directions, so would have dimension . Such an embedded manifold would be open in , impossible for the zero set of a nonzero quadratic form. Consequently
This gives the smooth locus of a nondegenerate real quadratic level set, including maximality at the singular vertex.
Writing the coordinates as , the level equation is . Therefore:
  • : a circular double cone, . Its vertex at the origin is the sole singular point; every other point is a smooth surface point.
  • : a one-sheeted hyperboloid, with horizontal radius . It is smooth everywhere.
  • : a two-sheeted hyperboloid, . Both sheets are smooth everywhere, including their tips .
The cone vertex is an instance of the double cone singularity. The tips of the two-sheeted hyperboloid are regular because the gradient is nonzero there.
Figure 1.
Quadratic level surfaces: a singular double cone and two smooth hyperboloids
. Original surface plots for levels zero, one and minus one. The red point marks the cone vertex, the only failure of the submanifold condition. The displayed hyperboloid tips are regular. Details.

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