Structured Prediction Cascades

@inproceedings{Weiss2010StructuredPC,
  title={Structured Prediction Cascades},
  author={David J. Weiss and Benjamin Sapp and Ben Taskar},
  booktitle={AISTATS},
  year={2010}
}
Structured prediction tasks pose a fundamental trade off between the need for model complexity to increase predictive power and the limited computational resources for inference in the exponentially-sized output spaces such models require. We formulate and develop structured prediction cascades: a sequence of increasingly complex models that progressively filter the space of possible outputs. We represent an exponentially large set of filtered outputs using max marginals and propose a novel… CONTINUE READING
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