Square Root Graphical Models: Multivariate Generalizations of Univariate Exponential Families that Permit Positive Dependencies.
David I. InouyePradeep RavikumarInderjit S. DhillonPublished in: ICML (2016)
Keyphrases
- graphical models
- exponential family
- belief propagation
- probabilistic model
- random variables
- bayesian networks
- approximate inference
- probabilistic inference
- conditional random fields
- markov networks
- structure learning
- statistical models
- maximum likelihood
- conditional independence
- machine learning
- missing values
- regression model
- probability density function
- density estimation
- hidden variables
- least squares