Maurer, Andreas

27 publications

AISTATS 2025 An Empirical Bernstein Inequality for Dependent Data in Hilbert Spaces and Applications Erfan Mirzaei, Andreas Maurer, Vladimir R Kostic, Massimiliano Pontil

NeurIPS 2024 Generalization of Hamiltonian Algorithms Andreas Maurer

NeurIPS 2022 Learning Dynamical Systems via Koopman Operator Regression in Reproducing Kernel Hilbert Spaces Vladimir Kostic, Pietro Novelli, Andreas Maurer, Carlo Ciliberto, Lorenzo Rosasco, Massimiliano Pontil

NeurIPS 2021 Concentration Inequalities Under Sub-Gaussian and Sub-Exponential Conditions Andreas Maurer, Massimiliano Pontil

ICML 2021 Robust Unsupervised Learning via L-Statistic Minimization Andreas Maurer, Daniela Angela Parletta, Andrea Paudice, Massimiliano Pontil

NeurIPS 2020 Estimating Weighted Areas Under the ROC Curve Andreas Maurer, Massimiliano Pontil

NeurIPS 2020 Exploiting MMD and Sinkhorn Divergences for Fair and Transferable Representation Learning Luca Oneto, Michele Donini, Giulia Luise, Carlo Ciliberto, Andreas Maurer, Massimiliano Pontil

COLT 2019 Uniform Concentration and Symmetrization for Weak Interactions Andreas Maurer, Massimiliano Pontil

COLT 2018 Empirical Bounds for Functions with Weak Interactions Andreas Maurer, Massimiliano Pontil

COLT 2017 A Second-Order Look at Stability and Generalization Andreas Maurer

ALT 2016 A Vector-Contraction Inequality for Rademacher Complexities Andreas Maurer

JMLR 2016 The Benefit of Multitask Representation Learning Andreas Maurer, Massimiliano Pontil, Bernardino Romera-Paredes

ALT 2014 A Chain Rule for the Expected Suprema of Gaussian Processes Andreas Maurer

COLT 2014 An Inequality with Applications to Structured Sparsity and Multitask Dictionary Learning Andreas Maurer, Massimiliano Pontil, Bernardino Romera-Paredes

COLT 2013 Excess Risk Bounds for Multitask Learning with Trace Norm Regularization Massimiliano Pontil, Andreas Maurer

ICML 2013 Sparse Coding for Multitask and Transfer Learning Andreas Maurer, Massi Pontil, Bernardino Romera-Paredes

JMLR 2012 Structured Sparsity and Generalization Andreas Maurer, Massimiliano Pontil

COLT 2009 Empirical Bernstein Bounds and Sample-Variance Penalization Andreas Maurer, Massimiliano Pontil

MLJ 2009 Transfer Bounds for Linear Feature Learning Andreas Maurer

ALT 2008 A Uniform Lower Error Bound for Half-Space Learning Andreas Maurer, Massimiliano Pontil

ECML-PKDD 2008 An Algorithm for Transfer Learning in a Heterogeneous Environment Andreas Argyriou, Andreas Maurer, Massimiliano Pontil

ALT 2008 Generalization Bounds for K-Dimensional Coding Schemes in Hilbert Spaces Andreas Maurer, Massimiliano Pontil

JMLR 2008 Learning Similarity with Operator-Valued Large-Margin Classifiers Andreas Maurer

JMLR 2006 Bounds for Linear Multi-Task Learning Andreas Maurer

COLT 2006 The Rademacher Complexity of Linear Transformation Classes Andreas Maurer

ALT 2006 Unsupervised Slow Subspace-Learning from Stationary Processes Andreas Maurer

JMLR 2005 Algorithmic Stability and Meta-Learning Andreas Maurer