Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning.
Yongchan KwonJames ZouPublished in: AISTATS (2022)
Keyphrases
- machine learning
- data sets
- data analysis
- database
- missing data
- image data
- data collection
- data quality
- noisy data
- synthetic data
- knowledge discovery
- training data
- data sources
- random noise
- neural network
- raw data
- statistical methods
- data distribution
- statistical analysis
- data processing
- input data
- data points
- artificial intelligence
- experimental data
- computer systems
- game theory
- data structure
- original data
- data mining
- big data