Density estimation with stagewise optimization of the empirical risk.
Jussi KlemeläPublished in: Mach. Learn. (2007)
Keyphrases
- empirical risk
- density estimation
- risk minimization
- loss function
- convex optimization problems
- mixture model
- uniform convergence
- decision function
- fixed number
- prediction error
- ridge regression
- reproducing kernel hilbert space
- probability density function
- gaussian mixture model
- majority vote
- outlier detection
- optimization problems
- convex optimization
- expectation maximization
- support vector
- data sets
- learning problems
- generalization error
- support vector machine
- probabilistic model
- pairwise
- video sequences