Synthetic Oversampling: Theory and A Practical Approach Using LLMs to Address Data Imbalance.
Ryumei NakadaYichen XuLexin LiLinjun ZhangPublished in: CoRR (2024)
Keyphrases
- data sets
- data collection
- data processing
- database
- original data
- training data
- data analysis
- spatial data
- data points
- high quality
- knowledge discovery
- synthetic data
- high dimensional data
- statistical analysis
- noisy data
- raw data
- computer systems
- image data
- databases
- training examples
- input data
- theoretical framework
- sensor data
- end users
- data distribution
- data acquisition
- missing values
- data sources
- machine learning
- data objects
- neural network