Automatic construction of anomaly detectors from graphical models.
Erik M. FerragutDavid M. DarmonCraig Aaron ShueStephen KelleyPublished in: CICS (2011)
Keyphrases
- graphical models
- automatic construction
- belief propagation
- probabilistic model
- anomaly detection
- random variables
- probabilistic inference
- probabilistic graphical models
- conditional random fields
- object detection
- map inference
- bayesian networks
- structure learning
- markov networks
- statistical inference
- approximate inference
- factor graphs
- exact inference
- conditional independence
- exponential family
- loopy belief propagation
- belief networks
- graphical structure