High-dimensional structure learning of binary pairwise Markov networks: A comparative numerical study.
Johan PensarYingying XuSanteri PuranenMaiju PesonenYoshiyuki KabashimaJukka CoranderPublished in: Comput. Stat. Data Anal. (2020)
Keyphrases
- structure learning
- markov networks
- pairwise
- graphical models
- bayesian networks
- high dimensional
- markov logic networks
- belief propagation
- maximum likelihood
- markov random field
- probabilistic model
- maximum margin
- parameter learning
- first order logic
- transfer learning
- conditional independence
- model selection
- inductive logic programming
- document classification
- probabilistic graphical models
- social networks