Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness.
Tejas GokhaleSwaroop MishraMan LuoBhavdeep Singh SachdevaChitta BaralPublished in: CoRR (2022)
Keyphrases
- data mining techniques
- data sets
- high dimensional data
- data collection
- data analysis
- data processing
- data mining methods
- high quality
- statistical methods
- significant improvement
- image data
- spectral clustering
- knowledge discovery
- noisy data
- prior knowledge
- face recognition
- search engine
- data reduction
- synthetic data
- original data
- human experts
- multiple domains
- data quality
- spatial data
- statistical analysis
- input data
- data points
- probability distribution
- end users
- computational cost
- high dimensional
- social networks
- data mining
- databases