The scalable Birth-Death MCMC Algorithm for Mixed Graphical Model Learning with Application to Genomic Data Integration.
Nanwei WangLaurent BriollaisHélène MassamPublished in: CoRR (2020)
Keyphrases
- data integration
- learning algorithm
- graphical models
- probabilistic model
- gaussian graphical models
- factor graphs
- data management
- databases
- dynamic programming
- decision support
- data model
- expectation maximization
- em algorithm
- belief propagation
- case study
- parameter estimation
- image segmentation
- posterior probability
- approximate inference
- markov chain monte carlo
- machine learning