Data pruning and neural scaling laws: fundamental limitations of score-based algorithms.
Fadhel AyedSoufiane HayouPublished in: Trans. Mach. Learn. Res. (2023)
Keyphrases
- data sets
- data structure
- data mining algorithms
- data analysis
- high quality
- data reduction
- database
- noisy data
- data collection
- neural network
- raw data
- statistical methods
- experimental data
- image data
- data points
- prior knowledge
- computational cost
- data processing
- training data
- computer systems
- original data
- machine learning
- data distribution
- feature selection
- knowledge discovery
- data mining
- end users
- synthetic data
- statistical analysis
- data mining techniques
- optimization problems