Fast Bayesian Inference of Sparse Networks with Automatic Sparsity Determination.
Hang YuSongwei WuLuyin XinJustin DauwelsPublished in: J. Mach. Learn. Res. (2020)
Keyphrases
- bayesian inference
- probabilistic model
- prior information
- sparse representation
- high dimensional
- sparsity constraints
- bayesian model
- hyperparameters
- weighted model counting
- statistical inference
- markov networks
- variational inference
- variational bayes
- sparse approximation
- hierarchical bayesian
- gibbs sampler
- sparse coding
- hidden variables
- mixed norm
- training data
- bayesian models
- expectation propagation
- network structure
- prior distribution
- search space
- machine learning
- regularized regression