Subgradient Methods for Structured Prediction

@inproceedings{Ratliff2007SubgradientMF,
  title={Subgradient Methods for Structured Prediction},
  author={Nathan D. Ratliff},
  year={2007}
}
Promising approaches to structured learning problems have recently been developed in the maximum margin framework. Unfortunately, algorithms that are computationally and memory efficient enough to solve large scale problems have lagged behind. We propose using simple subgradient-based techniques for optimizing a regularized risk formulation of these… CONTINUE READING