LAVA: Data Valuation without Pre-Specified Learning Algorithms.
Hoang Anh JustFeiyang KangJiachen T. WangYi ZengMyeongseob KoMing JinRuoxi JiaPublished in: CoRR (2023)
Keyphrases
- data sets
- training data
- learning algorithm
- historical data
- data analysis
- high quality
- complex data
- data mining
- raw data
- data sources
- data processing
- statistical analysis
- database
- data distribution
- synthetic data
- training samples
- computer systems
- data collection
- social media
- data structure
- machine learning
- dimensionality reduction
- knowledge discovery
- clustering algorithm
- unlabeled data
- probability distribution
- missing data
- sensor data
- active learning
- network structure
- statistical methods
- human experts
- learning process
- data objects