Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning.
Yongchan KwonJames ZouPublished in: CoRR (2021)
Keyphrases
- machine learning
- data sets
- missing data
- data analysis
- input data
- data collection
- noisy data
- statistical analysis
- database
- random noise
- image data
- raw data
- small number
- data processing
- computer systems
- experimental data
- clustering algorithm
- sensor data
- machine learning algorithms
- noise level
- big data
- computer vision
- original data
- statistical methods
- spatial data
- synthetic data
- data structure
- high dimensional data
- training data
- high quality
- reinforcement learning
- data mining techniques
- probability distribution
- prior knowledge