activity
20072025
most citedSnacks: a fast large-scale kernel SVM solver

2 citations · 2 across the 4 of their papers we have counts for

collaborators

5 papers

stat.ML2025

Error Propagation in Dynamic Programming: From Stochastic Control to American Option Pricing

Andrea Della Vecchia, Damir Filipović

This paper investigates theoretical and methodological foundations for stochastic optimal control (SOC) in discrete time. We start formulating the control problem in a general dyna…

stat.ML2025

Computational Efficiency under Covariate Shift in Kernel Ridge Regression

Andrea Della Vecchia, Arnaud Mavakala Watusadisi, Ernesto De Vito +1

This paper addresses the covariate shift problem in the context of nonparametric regression within reproducing kernel Hilbert spaces (RKHSs). Covariate shift arises in supervised l…

cs.LG2023★ 2 cited

Snacks: a fast large-scale kernel SVM solver

Sofiane Tanji, Andrea Della Vecchia, François Glineur +1

Kernel methods provide a powerful framework for non parametric learning. They are based on kernel functions and allow learning in a rich functional space while applying linear stat…

cs.LG2022

AdaTask: Adaptive Multitask Online Learning

Pierre Laforgue, Andrea Della Vecchia, Nicolò Cesa-Bianchi +1

We introduce and analyze AdaTask, a multitask online learning algorithm that adapts to the unknown structure of the tasks. When the tasks are stochastically activated, we show…

physics.geo-ph2007

Lband radiometric behaviour of pine forests for a variety of surface moisture conditions

Jennifer Grant, Jean Pierre Wigneron, A. A. Van De Griend +5

From July-December 2004 the experimental campaign 'Bray 2004' was conducted in the coniferous forest of Les Landes near Bordeaux, France, using a multi-angle L-band (1.4 GHz) radio…