Learning Bayesian networks from big data with greedy search: computational complexity and efficient implementation.
Marco ScutariClaudia VitoloAllan TuckerPublished in: Stat. Comput. (2019)
Keyphrases
- efficient implementation
- big data
- learning bayesian networks
- greedy search
- computational complexity
- statistical data
- computational efficiency
- search space
- incomplete data
- bayesian networks
- exhaustive search
- heuristic search
- decision trees
- structure learning
- cloud computing
- conditional independence
- data management
- data processing
- simulated annealing
- data analysis
- business intelligence
- metaheuristic
- search algorithm
- social media
- beam search
- dynamic programming
- global search
- np hard
- data warehousing
- hill climbing
- graphical models
- semi supervised learning
- least squares
- probability distribution
- database systems