Beyond Maximum Likelihood and Density Estimation: A Sample-Based Criterion for Unsupervised Learning of Complex Models.
Sepp HochreiterMichael MozerPublished in: NIPS (2000)
Keyphrases
- density estimation
- maximum likelihood
- unsupervised learning
- exponential family
- mixture model
- expectation maximization
- mixture modeling
- supervised learning
- em algorithm
- gaussian mixture model
- model selection
- density function
- statistical models
- statistical model
- parameter estimation
- kernel density estimation
- data sets
- outlier detection
- semi supervised
- probabilistic model
- density estimates
- nonparametric density estimation
- probability density
- probability density function
- support vector machine
- decision trees
- machine learning
- databases