The Integer Approximation of Undirected Graphical Models.
Nico PiatkowskiSangkyun LeeKatharina MorikPublished in: ICPRAM (2014)
Keyphrases
- undirected graphical models
- partition function
- graphical models
- conditional random fields
- markov random field
- probability density function
- probabilistic graphical models
- belief propagation
- approximation algorithms
- approximate inference
- upper and lower bounds
- special case
- parameter estimation
- biological data
- exact inference
- high throughput
- undirected graph
- structure learning
- importance sampling
- factor graphs
- markov chain