Class Meeting for 10-710 09-13-2011

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This is one of the class meetings on the schedule for the course Syllabus for Structured Prediction 10-210 in Fall 2011.

Dependency Nets and Pseudo-likelihood

Required Readings

  • Kristina Toutanova, Dan Klein, Christopher D. Manning, and Yoram Singer. 2003. Feature-Rich Part-of-Speech Tagging with a Cyclic Dependency Network. In Proceedings of HLT-NAACL 2003 pages 252-259. [1]


  • Dependency Networks for Inference, Collaborative Filtering, and Data Visualization. David Heckerman, David Maxwell Chickering, Christopher Meek, Robert Rounthwaite, Carl Kadie; in JMLR, 1(Oct):49-75, 2000. [2]
  • LSP:
    • Pseudolikelihood is covered in 3.5.6.
    • Gibbs sampling is covered in 4.2.4, but in the context of unsupervised learning (so it may be tricky to read this section now).