Gradient-based defense methods for data leakage in vertical federated learning.
Wenhan ChangTianqing ZhuPublished in: Comput. Secur. (2024)
Keyphrases
- data sets
- data mining techniques
- learning models
- human experts
- data mining methods
- data processing
- statistical methods
- prior knowledge
- data sources
- empirical studies
- data collection
- high dimensional data
- probability distribution
- computer systems
- database
- statistical analysis
- machine learning methods
- raw data
- spectral clustering
- noisy data
- learning algorithm
- knowledge discovery
- preprocessing
- missing data
- high quality
- learning tasks
- data structure
- online learning
- data analysis
- background knowledge
- synthetic data
- bayesian methods
- end users
- image data
- distributed data
- missing values
- databases
- statistical tests
- machine learning
- decision trees
- original data
- training data
- spatial data
- machine learning algorithms
- learning process
- supervised learning