Performance Guarantees for Regularized Maximum Entropy Density Estimation.
Miroslav DudíkSteven J. PhillipsRobert E. SchapirePublished in: COLT (2004)
Keyphrases
- maximum entropy
- density estimation
- bregman divergences
- mixture model
- maximum entropy principle
- random fields
- probability density function
- density function
- outlier detection
- probability density
- log likelihood
- conditional random fields
- probabilistic model
- least squares
- exponential family
- em algorithm
- gaussian mixture model
- density estimators
- density estimates
- training data
- expectation maximization
- graphical models
- multi class
- active learning