Multilabel Structured Output Learning with Random Spanning Trees of Max-Margin Markov Networks

no code implementations • NeurIPS 2014 • Mario Marchand, Hongyu Su, Emilie Morvant, Juho Rousu, John S. Shawe-Taylor

We show that the usual score function for conditional Markov networks can be written as the expectation over the scores of their spanning trees.

Multilabel Classification through Random Graph Ensembles

no code implementations • 31 Oct 2013 • Hongyu Su, Juho Rousu

We present new methods for multilabel classification, relying on ensemble learning on a collection of random output graphs imposed on the multilabel and a kernel-based structured output learner as the base classifier.

Classification Ensemble Learning +1