Learning to Compose Domain-Specific Transformations for Data Augmentation.
Alexander J. RatnerHenry R. EhrenbergZeshan HussainJared DunnmonChristopher RéPublished in: NIPS (2017)
Keyphrases
- domain specific
- data sets
- data structure
- databases
- data analysis
- original data
- raw data
- human experts
- learning process
- data processing
- image data
- background knowledge
- online learning
- synthetic data
- unsupervised learning
- bayesian methods
- domain experts
- experimental data
- data distribution
- input data
- small number
- data collection
- prior knowledge
- end users
- database
- learning models
- neural network
- training data
- high quality
- learning tasks
- domain independent
- attribute values
- data mining techniques
- missing data
- learning systems
- knowledge acquisition