The Sample Complexity of Semi-Supervised Learning with Nonparametric Mixture Models.
Chen DanLiu LeqiBryon AragamPradeep RavikumarEric P. XingPublished in: NeurIPS (2018)
Keyphrases
- semi supervised learning
- mixture model
- unsupervised learning
- density estimation
- dirichlet process
- semi supervised
- em algorithm
- unlabeled data
- gaussian mixture model
- generative model
- supervised learning
- expectation maximization
- labeled data
- dirichlet process mixture models
- machine learning
- co training
- label propagation
- language model
- probabilistic model
- maximum likelihood
- active learning
- training data
- model selection
- transfer learning
- dimensionality reduction
- probability density function