Manifold Structured Prediction

@inproceedings{Rudi2018ManifoldSP,
  title={Manifold Structured Prediction},
  author={Alessandro Rudi and Carlo Ciliberto and Gian Maria Marconi and Lorenzo Rosasco},
  booktitle={NeurIPS},
  year={2018}
}
Structured prediction provides a general framework to deal with supervised problems where the outputs have semantically rich structure. While classical approaches consider finite, albeit potentially huge, output spaces, in this paper we discuss how structured prediction can be extended to a continuous scenario. Specifically, we study a structured prediction approach to manifold valued regression. We characterize a class of problems for which the considered approach is statistically consistent… CONTINUE READING
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