30 April 2018

Structured Prediction

  • Graphical Models
    • Bayesian Networks 
    • Markov Networks
  • Inference Methods
    • Message Passing 
    • Integer Programs
    • Dynamic Programming
    • Variational Methods
  • Classical Discriminative Learning
    • Structured SVM 
    • Structured Perceptron
    • Conditional Random Fields
  • Non-Linear Approaches
    • Structured Random Forests
    • Deep Structured Prediction
  • More Complex Structures
    • Hierarchical Classification
    • Sequence Prediction/Generation
  • Application Areas
    • Computer Vision
    • Speech Recognition 
    • Natural Language Processing
    • Bioinformatics