Training data augmentation using generative models with statistical guarantees for materials informatics.
Hiroshi OhnoPublished in: Soft Comput. (2022)
Keyphrases
- generative model
- training data
- prior knowledge
- discriminative methods
- probabilistic model
- mixture model
- hierarchical hidden markov models
- discriminative learning
- semi supervised
- data sets
- discriminative models
- learning algorithm
- classification accuracy
- conditional random fields
- learned models
- supervised learning
- maximum entropy principle
- labeled data
- topic models
- support vector machine
- representational power
- expectation maximization
- training samples
- generative and discriminative models
- em algorithm
- class labels
- text classification
- pairwise
- training set
- decision trees
- machine learning