Toward Learning Trustworthily from Data Combining Privacy, Fairness, and Explainability: An Application to Face Recognition.
Danilo FrancoLuca OnetoNicolò NavarinDavide AnguitaPublished in: Entropy (2021)
Keyphrases
- data sets
- synthetic data
- training data
- data collection
- data structure
- raw data
- prior knowledge
- learning systems
- data processing
- background knowledge
- image data
- neural network
- original data
- sensitive information
- learning environment
- reinforcement learning
- knowledge acquisition
- high quality
- learning algorithm
- information loss
- preserving privacy
- personal information
- data quality
- private data
- high dimensional data
- data mining techniques
- data management
- data points
- end users
- data sources
- learning process
- high dimensional
- data analysis
- social networks