A Blessing of Dimensionality in Membership Inference through Regularization

Mathematics

• Privacy 100%
• Dimensionality 79%
• Regularization 67%
• Vulnerability 42%
• Classifier 35%
• Trade-offs 31%
• Attack 31%
• Early Stopping 22%
• Demonstrate 18%
• Performance 18%
• Ridge 18%
• Logistic Regression 17%
• Ensemble 15%
• Neural Networks 14%
• Model 10%
• Generalization 7%

Engineering & Materials Science

• Classifiers 55%
• Logistic regression 43%
• Neural networks 23%