Accurate max-margin training for structured output spaces

  title={Accurate max-margin training for structured output spaces},
  author={Sunita Sarawagi and Rahul Gupta},
Tsochantaridis et al. (2005) proposed two formulations for maximum margin training of structured spaces: margin scaling and slack scaling. While margin scaling has been extensively used since it requires the same kind of MAP inference as normal structured prediction, slack scaling is believed to be more accurate and better-behaved. We present an efficient variational approximation to the slack scaling method that solves its inference bottleneck while retaining its accuracy advantage over margin… CONTINUE READING
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