Concave Penalized Estimation of Sparse Bayesian Networks.
Bryon AragamQing ZhouPublished in: CoRR (2014)
Keyphrases
- bayesian networks
- accurate estimation
- least squares
- piecewise linear
- maximum likelihood
- estimation algorithm
- learning bayesian networks
- sparse data
- objective function
- estimation accuracy
- compressive sensing
- multiply sectioned bayesian networks
- robust estimation
- regularized regression
- probabilistic model
- convexity properties
- probabilistic modeling
- compressed sensing
- data sets
- maximum likelihood estimation
- incomplete data
- sparse representation
- high dimensional
- probability distribution