Chain rule for pointwise Lipschitz mappings

The classical Chain Rule formula $(f\circ g)'(x;u)=f'(g(x);g'(x;u))$ gives the (partial, or directional) derivative of the composition of mappings $f$ and $g$. We show how to get rid of the unnecessarily strong assumption of differentiability at all of the relevant points: the mappings do not need to be defined on the whole space and it is enough for them to be pointwise Lipschitz. The price to pay is that the Chain Rule holds almost everywhere. We extend this construction to infinite-dimensional spaces with good properties (Banach, separable, Radon-Nikod\'ym) with an appropriate notion of almost everywhere. Pointwise Lipschitzness is a local condition in contrast to the global Lipschitz property: we do not need the mappings to be defined on the whole space, or even locally in a neighbourhood, nor to know their behaviour far away from the points we consider. This distinguishes our results from recent research on the differentiation of the composition of Lipschitz mappings. The methods we develop for the purpose of proving the Chain Rule also allow us to strengthen the Rademacher-Stepanov type theorem on almost everywhere differentiability of a mapping.

Publication Details

Journal
ArXiv.org
Published
2025-04-19
Primary Topic
Optimization and Variational Analysis
Type
article
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article

Chain rule for pointwise Lipschitz mappings

ArXiv.org
Optimization and Variational Analysis
article

Chain rule for pointwise Lipschitz mappings

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Abstract

The classical Chain Rule formula $(f\circ g)'(x;u)=f'(g(x);g'(x;u))$ gives the (partial, or directional) derivative of the composition of mappings $f$ and $g$. We show how to get rid of the unnecessarily strong assumption of differentiability at all of the relevant points: the mappings do not need to be defined on the whole space and it is enough for them to be pointwise Lipschitz. The price to pay is that the Chain Rule holds almost everywhere. We extend this construction to infinite-dimensional spaces with good properties (Banach, separable, Radon-Nikod\'ym) with an appropriate notion of almost everywhere. Pointwise Lipschitzness is a local condition in contrast to the global Lipschitz property: we do not need the mappings to be defined on the whole space, or even locally in a neighbourhood, nor to know their behaviour far away from the points we consider. This distinguishes our results from recent research on the differentiation of the composition of Lipschitz mappings. The methods we develop for the purpose of proving the Chain Rule also allow us to strengthen the Rademacher-Stepanov type theorem on almost everywhere differentiability of a mapping.

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