Privacy-Enhanced Federated Learning: A Restrictively Self-Sampled and Data-Perturbed Local Differential Privacy Method

Keyphrases

• Privacy-enhanced 100%
• Local Differential Privacy 100%
• Self-sampling 80%
• Perturbation Mechanism 40%
• Sampling Probability 40%
• Federated Systems 20%
• Cooperative Training 20%
• Sampling Technology 20%
• Distributed Learning 20%
• Fashion-MNIST Dataset 20%
• Parameter Adaptation 20%

Computer Science

• Perturbation Mechanism 33%
• Reduce Variance 16%
• Adaptive Parameter 16%
• Distributed Learning 16%