Learning the Difference that Makes a Difference with Counterfactually-Augmented Data.
Divyansh KaushikEduard H. HovyZachary C. LiptonPublished in: CoRR (2019)
Keyphrases
- data sets
- synthetic data
- reinforcement learning
- original data
- data analysis
- data structure
- raw data
- background knowledge
- database
- computer systems
- bayesian methods
- complex data
- data quality
- high correlation
- human experts
- data distribution
- experimental data
- sensor data
- data processing
- input data
- learning process
- image data
- prior knowledge
- knowledge discovery
- data points
- statistical methods
- learning algorithm
- training data
- learning models
- mobile devices
- unsupervised learning
- small number
- missing data
- learning systems
- data collection
- high dimensional data