Maximum Entropy Density Estimation with Generalized Regularization and an Application to Species Distribution Modeling.
Miroslav DudíkSteven J. PhillipsRobert E. SchapirePublished in: J. Mach. Learn. Res. (2007)
Keyphrases
- maximum entropy
- density estimation
- probability density
- probability density function
- exponential family
- density function
- maximum entropy principle
- mixture model
- reproducing kernel hilbert space
- density estimates
- log likelihood
- conditional random fields
- random fields
- outlier detection
- density estimators
- gaussian mixture model
- em algorithm
- probability distribution
- gaussian distribution
- gaussian mixture
- learning algorithm
- image processing
- image segmentation
- hidden markov models
- expectation maximization
- random variables