andreas maurer
publications
Concentration inequalities under sub-Gaussian and sub-exponential conditions
with Massimiliano Pontil, NIPS 2021
Robust unsupervised learning via L-statistic minimization
with Daniela Angela Parletta, Andrea Paudice, Massimiliano Pontil, ICML 2021
Estimating weighted areas under the ROC curve
with Massimiliano Pontil, NIPS 2020
Exploiting MMD and Sinkhorn Divergences for Fair and Transferable Representation Learning
with Luca Oneto, Michele Donini, Giulia Luise, Carlo Ciliberto, Massimiliano Pontil, NIPS 2020
Uniform concentration and symmetrization for weak interactions
with Massimiliano Pontil, COLT 2019
Empirical bounds for functions with weak interactions
with Massimiliano Pontil, COLT 2018
A second-order look at stability and generalization
COLT 2017
A Bernstein-type inequality for functions of bounded interaction
Bernoulli, 2018
A vector-contraction inequality for Rademacher complexities
ALT 2016
The benefit of multitask representation learning
with Massimiliano Pontil and Bernardino Romera-Paredes JMLR, 2016
A chain rule for the expected suprema of Gaussian processes
ALT 2014
An inequality with applications to structured sparsity and multitask dictionary learning
with Massimiliano Pontil and Bernardino Romera-Paredes , COLT 2014
Excess risk bounds for multitask learning with trace norm regularization
with Massimiliano Pontil , COLT 2013
Sparse coding for multitask and transfer learning
with Massimiliano Pontil and Bernardino Romera-Paredes , ICML 2013
Structured sparsity and generalization
with Massimiliano Pontil , Journal of Machine Learning Research, 2012
Thermodynamics and Concentration
Bernoulli, 2012
K-dimensional coding schemes in Hilbert spaces
long vers. with M.Pontil
IEEE Trans.Inf.Th, 56(11): 5839-5846, 2010
Dominated Concentration
Statistics and Probability Letters, 2010
Empirical Bernstein Bounds and Sample Variance Penalization
with Massimiliano Pontil, COLT, 2009
Transfer bounds for linear feature learning
Machine Learning 2009
Unsupervised Slow Subspace-Learning from Stationary Processes
long version , Jrnl. Theoret. Comp.Sc., 2008
Learning Similarity with Operator-valued Large-margin Classifiers
Journal of Machine Learning Research, 2008
A uniform lower error bound for half-space learning
with Massimiliano Pontil, ALT, 2008
Uniform error bounds for K-dimensional coding schemes in Hilbert spaces
with Massimiliano Pontil, ALT, 2008
An Algorithm for Transfer Learning in a Heterogeneous Environment
with A.Argyriou and M.Pontil, ECML, 2008
Learning to Compare using Operator-Valued Large-Margin Classifiers
LTCE Workshop NIPS, 2006
The Rademacher Complexity of Linear Transformation Classes
COLT, 2006
Unsupervised Slow Subspace-Learning from Stationary Processes
, ALT, 2006
Bounds for Linear Multi-Task Learning
Journal of Machine Learning Research, 2006
Generalization Bounds for Subspace Selection and Hyperbolic PCA
SLSFS Workshop (Bohinj), 2005
Algorithmic Stability and Meta-Learning
Journal of Machine Learning Research, 2005
Concentration Inequalities for Functions of Independent Variables
Random Struct.&Algorithms, 2005
A Bound on the Deviation Probability for Sums of Non-Negative Random Variables
JIPAM, 2003
Phase transitions and positive definite couplings
Letters in Mathematical Physics, 1990
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