Density Estimation Through Convex Combinations of Densities: Approximation and Estimation Bounds.
Assaf J. ZeeviRonny MeirPublished in: Neural Networks (1997)
Keyphrases
- density estimation
- convex combinations
- probability density
- probability density function
- generalization bounds
- density estimates
- parzen window
- kernel machines
- mixture model
- density estimators
- convex hull
- learning theory
- data dependent
- outlier detection
- gaussian mixture model
- density function
- generalization ability
- reproducing kernel hilbert space
- model selection
- boosting algorithms
- statistical learning theory
- learning problems
- probability distribution
- upper bound
- machine learning
- em algorithm
- maximum likelihood
- semi supervised
- theoretical analysis
- data streams