Over-the-Air Federated Learning from Heterogeneous Data

Keyphrases

• Over-the-air Federated Learning 100%
• Heterogeneous Data 100%
• Federated Learning 40%
• Convergence Rate 40%
• Precoding 40%
• Stochastic Gradient Descent 40%
• Transmission Signal 20%
• Multiple Access Channel 20%
• Error-free 20%
• Model Accuracy 20%
• Synthetic Data 20%
• Learning Algorithm 20%
• Noise Effects 20%
• Training Model 20%
• Communication Overhead 20%
• Optimization Procedure 20%
• Training Data 20%
• Large number of Users 20%
• Vanilla 20%
• Wireless Channel 20%
• Over the Air 20%
• Channel Noise 20%
• Analog Signal 20%
• Improved Convergence 20%
• Free Channel 20%
• Repeated Transmission 20%
• Model Update 20%

Computer Science

• Federated Learning 100%
• Heterogeneous Data 100%
• Learning Algorithm 28%
• Gradient Descent 28%
• Convergence Rate 28%
• precoding 28%
• Transmitted Signal 14%
• Multiple Access Channel 14%
• Training Data 14%
• Communication Overhead 14%
• Synthetic Datasets 14%
• Wireless Channel 14%
• Analog Signal 14%