Definition
Lipschitz Continuity
A function
is Lipschitz continuous on if one constant bounds all output changes by the corresponding input changes. Formally, there exists such that, for all , Any such
is called a Lipschitz constant. The inequality says that no secant line of the graph can have absolute slope larger than . The function may bend, but it may not become arbitrarily steep.
Uniform control
Lipschitz continuity is a global version of bounded steepness. The same constant
so every secant slope is controlled at once.
This immediately implies uniform continuity. Given
Relation to derivatives
On an interval, a differentiable function with bounded derivative is Lipschitz continuous. If
then the mean value theorem gives
Conversely, if a Lipschitz function is differentiable at a point, then the derivative at that point has absolute value at most its Lipschitz constant. A Lipschitz function need not be differentiable everywhere, but Rademacher’s theorem says that Lipschitz functions on Euclidean space are differentiable almost everywhere.
Examples and non-examples
- Every constant function is Lipschitz continuous with
. - The function
is Lipschitz continuous on with . - The function
is not Lipschitz continuous on all of , because its slope grows without bound. It is Lipschitz continuous on every bounded interval. - The function
is uniformly continuous on , but it is not Lipschitz continuous there because its slope becomes unbounded near .