Daume et al, ML 2009

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Citation

Duame, H., Langford, J., and Marcu, D. 2009. Search-based structured prediction. Machine Learning. 75. 3. p297-325

Online version

Search-based structured prediction

Summary

This journal paper introduces SEARN, a meta-algorithm that combines searching and learning to make structured predictions. The algorithm is summarized in the following figure, from page 6 of the paper:

Searn-algorithm.png

The key points in the paper are:

  • a
  • b
  • c
  • d

Related papers

  • SEARN in Practice: This unpublished manuscript showcases three example problems where SEARN can be used - Daume_et_al,_2006.