Learning to Limit Data Collection via Scaling Laws: A Computational Interpretation for the Legal Principle of Data Minimization.
Divya ShanmugamFernando DiazSamira ShabanianMichele FinckAsia BiegaPublished in: FAccT (2022)
Keyphrases
- data collection
- prior knowledge
- data analysis
- data sets
- collected data
- database
- background knowledge
- learning algorithm
- learning process
- high quality
- raw data
- statistical analysis
- image data
- high dimensional data
- high level
- data objects
- data structure
- synthetic data
- knowledge acquisition
- probability distribution
- neural network
- dimensionality reduction
- privacy preserving
- data sources
- noisy data
- original data
- objective function
- learning tasks
- experimental data
- spatial data
- knowledge discovery
- learning systems
- data model
- feature space
- unsupervised learning
- databases
- supervised learning
- online learning