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Javier Gómez Gil

Publications and source records attributed to Javier Gómez Gil.

5 recordsLinked to original sources

Convergence of ADAM for Lipschitz Objective Functions

The aim of this paper is to prove the exponential convergence, local and global, of Adam algorithm under precise conditions on the parameters, when the objective function lacks differentiability. More precisely, we require Lipschitz continuity, and control on the gradient whenever it exists. We provide also examples of interesting functions that satisfies the required restrictions.

math.OC↗

Superdifferential of the Takagi function

The Takagi function is a classical example of a continuous nowhere differentiable function. It has empty subdifferential except in a countable set where its subdifferential is $\mathbb{R}$. In this paper we characterize its superdifferential.

math.CA↗

Infinite derivatives of the Takagi-Van der Waerden functions

In this paper we characterize the set of points where the lateral derivatives of the Takagi-Van der Waerden functions are infinite. We also prove that the set of points with infinite derivative has Hausdorff dimension one and Lebesgue measure zero.

math.CA↗