Protecting Privacy in Classifiers by Token Manipulation.
Re'em HarelYair ElboherYuval PinterPublished in: CoRR (2024)
Keyphrases
- privacy preservation
- privacy issues
- protection mechanisms
- training data
- privacy preserving
- support vector
- data protection
- feature selection
- personal information
- disclosure control
- test set
- decision trees
- training set
- private information
- statistical databases
- security issues
- multiple classifiers
- classifier combination
- classification systems
- machine learning algorithms
- naive bayes
- training samples
- classification algorithm
- machine learning methods
- linear classifiers
- sensitive data
- privacy preserving data mining
- data privacy
- feature extraction
- data security
- svm classifier
- individual classifiers
- classification rate
- data sets
- privacy requirements
- confidential information
- private data
- differential privacy
- feature set
- ensemble classifier
- binary classifiers
- sensitive information
- access control