andreas maurer
publications

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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