Differentiability of -valued functions of two variables
Let
We say that is differentiable at a point if there exists a linear map
such that
The coefficients are the partial derivatives of the components of at . More precisely, the matrix above is the Jacobian matrix
In words: the function is differentiable at if it can be well approximated near that point by a linear transformation of , with an error much smaller than the distance to . That is,
or, in other words,
with an error term .
Proposition. Relation with continuity of partial derivatives:
If all partial derivatives of the component functions exist in a neighborhood of and are continuous at that point, then is differentiable at . (This is a sufficient but not necessary condition.)
Proposition. Directional derivatives:
Differentiability at implies the existence of all directional derivatives, and they are given by