Discriminative Graphical Models for Protein Quaternary Structure Motif Detection

Posted in Science on August 22, 2008


Discriminative Graphical Models for Protein Quaternary Structure Motif Detection

Lecture slides:

  • Protein Quaternary Fold Recognition Using Conditional Graphical Models
  • Snapshot of Cell Biology
  • Example Protein Structures
  • Predicting Protein Structures
  • Quaternary Folds and Alignments
  • Related Work
  • Conditional Random Fields
  • Our Solution: Conditional Graphical Models
  • Linked Segmentation CRF
  • Linked Segmentation CRF (II)
  • Approximate Inference - Learning
  • Approximate Inference - Inference
  • Experiments: Target Quaternary Fold
  • Features for Protein Fold Recognition
  • Experiment Results: Fold Recognition
  • Experiment Results: Alignment Prediction
  • Experiment Results: Discovery of New Membership Proteins
  • Conclusion

Author: Yan Liu, Carnegie Mellon University

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Tags: Science, Lectures, Computer Science, Machine Learning, VideoLectures.Net, Graphical Models