Bayesian Network Structure Learning from Big Data: A Reservoir Sampling Based Ensemble Method.
Yan TangZhuoming XuYuanhang ZhuangPublished in: DASFAA Workshops (2016)
Keyphrases
- ensemble methods
- big data
- bayesian network structure learning
- graph theoretic
- structure learning
- bayesian networks
- prediction accuracy
- decision trees
- machine learning methods
- benchmark datasets
- cloud computing
- big data analytics
- data analysis
- random forest
- data management
- graphical models
- knowledge discovery
- social media
- base classifiers
- business intelligence
- hill climbing
- data warehousing
- data processing
- machine learning
- conditional independence
- probabilistic model
- information processing
- decision support
- decision making
- genetic algorithm
- ensemble classifier
- information retrieval
- data sets