A Discriminative Nonparametric Bayesian Model: Infinite Hidden Conditional Random Fields

Nonparametric methods have been successfully applied to many existing graphical models with latent variables [3, 2, 7, 4]. In contrast to all previous work, the infinite Hidden Conditional Random Fields (iHCRF), introduced in this work, is the first, to our knowledge, discriminative bayesian nonparametric model