Learning to Limit Data Collection via Scaling Laws: Data Minimization Compliance in Practice.
Divya ShanmugamSamira ShabanianFernando DiazMichèle FinckAsia BiegaPublished in: CoRR (2021)
Keyphrases
- data collection
- data sets
- data analysis
- learning process
- prior knowledge
- statistical analysis
- collected data
- learning algorithm
- high quality
- raw data
- image data
- sensor data
- input data
- synthetic data
- unsupervised learning
- learning tasks
- spatial data
- database
- data processing
- neural network
- training examples
- learning systems
- learning experience
- background knowledge
- supervised learning
- small number
- experimental data
- knowledge discovery
- human experts
- data structure
- data quality
- learning models
- real world