Daume et al, ML 2009
From Cohen Courses
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:
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- SEARN in Practice: This unpublished manuscript showcases three example problems where SEARN can be used - Daume_et_al,_2006.