andreas maurer machine learning pattern recognition am"at"andreas"minus"maurer"dot"eu

refereed publications

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

papers in arxiv
An optimization problem on the sphere , arxiv.org, 2008
A Note on the PAC Bayesian Theorem , arxiv.org, 2004

preprints and fragments

some work on similarity learning


preferred links:
www.imaging.de, www.rosaquint.de

other activities:
climbing, music, gardening

location:
Munich (Germany), Grattino (Italy)