Transductive support vector machines for structured variables

@inproceedings{Zien2007TransductiveSV,
  title={Transductive support vector machines for structured variables},
  author={Alexander Zien and Ulf Brefeld and Tobias Scheffer},
  booktitle={ICML},
  year={2007}
}
We study the problem of learning kernel machines transductively for structured output variables. Transductive learning can be reduced to combinatorial optimization problems over all possible labelings of the unlabeled data. In order to scale transductive learning to structured variables, we transform the corresponding non-convex, combinatorial, constrained optimization problems into continuous, unconstrained optimization problems. The discrete optimization parameters are eliminated and the… CONTINUE READING
Highly Cited
This paper has 46 citations. REVIEW CITATIONS

Citations

Publications citing this paper.
Showing 1-10 of 29 extracted citations

Similar Papers

Loading similar papers…