
Risk Bounds for Learning Multiple Components with PermutationInvariant Losses
This paper proposes a simple approach to derive efficient error bounds f...
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Rademacher Complexity and Generalization Performance of Multicategory Margin Classifiers
One of the main open problems in the theory of multicategory margin cla...
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On the exact minimization of saturated loss functions for robust regression and subspace estimation
This paper deals with robust regression and subspace estimation and more...
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Error Bounds for Piecewise Smooth and Switching Regression
The paper deals with regression problems, in which the nonsmooth target ...
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Global optimization for lowdimensional switching linear regression and boundederror estimation
The paper provides global optimization algorithms for two particularly d...
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On the complexity of switching linear regression
This technical note extends recent results on the computational complexi...
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On the complexity of piecewise affine system identification
The paper provides results regarding the computational complexity of hyb...
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Finding sparse solutions of systems of polynomial equations via groupsparsity optimization
The paper deals with the problem of finding sparse solutions to systems ...
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Fabien Lauer
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