Difference between revisions of "Daume et al, ML 2009"

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== Summary ==
 
== Summary ==
  
This journal [[Category::paper]] introduces [[UsesMethod::SEARN]], a meta-algorithm that combines searching and learning to make structured predictions.
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This journal [[Category::paper]] introduces [[UsesMethod::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
  
The algorithm is summarized in the following figure, from page 6 of the paper:
 
 
[[File:searn-algorithm.png]]
 
[[File:searn-algorithm.png]]
  

Revision as of 23:10, 29 September 2010

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

Related papers

  • SEARN in Practice: This unpublished manuscript showcases three example problems where SEARN can be used - Daume_et_al,_2006.