Topics discussed

Stability-based generalization analysis
  • Algorithmic stability
  • Uniform stability for regression
  • Uniform stability for classification
  • Stability of regularized objectives
Some supplementary comments on conditional models:
  • Connections between structured max-margin and conditional models
  • Extending LR to structured conditional models
  • Partition function and parameter estimation, approximations
  • Connections to the StructSVM family
  • Relevant tutorial by Klein and Taskar

Last modified: Sunday, 18 November 2007, 09:35 AM