Sparse Nonparametric Graphical Models
John D. LaffertyHan LiuLarry A. WassermanPublished in: CoRR (2012)
Keyphrases
- graphical models
- gaussian graphical models
- belief propagation
- probabilistic model
- statistical inference
- random variables
- probabilistic inference
- approximate inference
- directed acyclic
- conditional random fields
- probabilistic graphical models
- bayesian networks
- structure learning
- markov networks
- exact inference
- belief networks
- high dimensional
- conditional independence
- graph structure
- map inference
- factor graphs
- loopy belief propagation
- undirected graphical models
- conditional probabilities
- probabilistic reasoning
- least squares
- message passing