Augment deep BP-parameter learning with local XAI-structural learning.
Sun-Yuan KungZejiang HouPublished in: Commun. Inf. Syst. (2020)
Keyphrases
- structural learning
- parameter learning
- bayesian networks
- graphical models
- belief propagation
- structure learning
- approximate inference
- conditional random fields
- probabilistic graphical models
- message passing
- random variables
- conditional independence
- statistical learning
- probabilistic model
- markov random field
- maximum likelihood
- exact inference
- probabilistic inference
- directed acyclic graph
- em algorithm
- posterior probability
- belief networks
- conditional probabilities
- factor graphs
- hidden variables
- markov networks
- generative model
- parameter estimation
- graph cuts
- incomplete data
- semi supervised learning
- image segmentation