A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability.
Chengtai CaoFan ZhouYurou DaiJianping WangPublished in: CoRR (2022)
Keyphrases
- data reduction
- raw data
- data mining methods
- statistical methods
- data structure
- preprocessing
- synthetic data
- database
- data processing
- data representations
- image data
- data sets
- data analysis
- significant improvement
- machine learning methods
- statistical tests
- data quality
- training data
- human experts
- spatial data
- knowledge discovery
- prior knowledge
- computational cost
- probability distribution
- predictive model
- databases
- data points
- feature subset
- social networks
- noisy data
- small number
- input data
- missing values
- data sources
- data distribution
- high dimensional data
- missing data