Deep Bayesian Active Learning for Natural Language Processing: Results of a Large-Scale Empirical Study.
Aditya SiddhantZachary C. LiptonPublished in: CoRR (2018)
Keyphrases
- empirical studies
- active learning
- natural language processing
- experimental design
- machine learning
- real world data sets
- empirical analysis
- information extraction
- crowd sourced
- belief nets
- text mining
- text processing
- small scale
- bayesian networks
- question answering
- natural language
- learning strategies
- computational linguistics
- semantic analysis
- uci datasets
- real world
- computational biology
- gaussian processes
- random sampling
- bayesian learning
- maximum likelihood
- selective sampling
- pool based active learning
- systematic review
- data mining
- text summarization
- free text
- maximum entropy
- semi supervised
- learning process
- class imbalance
- semantic relations
- transfer learning
- knowledge representation
- expert systems
- learning algorithm