Estimating Accuracy from Unlabeled Data: A Probabilistic Logic Approach.
Emmanouil A. PlataniosHoifung PoonTom M. MitchellEric HorvitzPublished in: NIPS (2017)
Keyphrases
- unlabeled data
- probabilistic logic
- labeled data
- semi supervised learning
- semi supervised
- active learning
- co training
- training data
- labeled instances
- data points
- labeled examples
- training set
- probabilistic reasoning
- learning algorithm
- supervised learning
- maximum entropy
- text classification
- labeling effort
- prior knowledge
- training examples
- data sets
- labeled and unlabeled data
- text categorization
- class labels
- default reasoning
- statistical relational learning
- machine learning
- transfer learning
- classification accuracy
- pairwise
- bayesian networks
- information retrieval