Mining Causal Outliers Using Gaussian Bayesian Networks.
Sakshi BabbarSanjay ChawlaPublished in: ICTAI (2012)
Keyphrases
- bayesian networks
- causal relationships
- outlier mining
- graphical models
- probability distribution
- conditional independence
- probabilistic reasoning
- learning bayesian networks
- structure learning
- inference in bayesian networks
- causal discovery
- web mining
- parameter learning
- causal knowledge
- conditional probabilities
- knowledge discovery
- data mining
- probabilistic inference
- causal models
- bayesian network learning
- discovery process
- causal independence
- mining algorithm
- pattern mining
- outlier detection
- random variables
- multiscale
- missing data
- data mining algorithms
- causal networks
- markov blanket
- causal relations
- data points
- data mining techniques
- frequent patterns
- probabilistic modeling
- hidden variables
- structural model
- marginal distributions
- missing values
- sequential patterns
- expert knowledge