Hierarchical Multitask Structured Output Learning for Large-scale Sequence Segmentation

no code implementations • NeurIPS 2011 • Nico Goernitz, Christian Widmer, Georg Zeller, Andre Kahles, Gunnar Rätsch, Sören Sonnenburg

We present a novel regularization-based Multitask Learning (MTL) formulation for Structured Output (SO) prediction for the case of hierarchical task relations.

Efficient and Accurate Lp-Norm Multiple Kernel Learning

no code implementations • NeurIPS 2009 • Marius Kloft, Ulf Brefeld, Pavel Laskov, Klaus-Robert Müller, Alexander Zien, Sören Sonnenburg

Previous approaches to multiple kernel learning (MKL) promote sparse kernel combinations and hence support interpretability.