Federated Learning from Heterogeneous Data via Controlled Air Aggregation with Bayesian Estimation

Keyphrases

• Federated Learning 100%
• Bayesian Estimation 100%
• Heterogeneous Data 100%
• Bayesian Approach 18%
• Training Model 18%
• Local Update 18%
• Over-the-air Federated Learning 18%
• Multiple Access Channel 9%
• Error-free 9%
• Energy Consumption 9%
• User Data 9%
• Learning Algorithm 9%
• Noise Effects 9%
• Global Model 9%
• Convergence Rate 9%
• Heterogeneous Environment 9%
• Optimization Procedure 9%
• Local Data 9%
• Statistical Heterogeneity 9%
• Fading Effect 9%
• Correction Term 9%
• Noisy Environment 9%
• Multiple Edges 9%
• Learning Control 9%
• Bandwidth Utilization 9%
• Machine Learning Tasks 9%
• Channel Distribution 9%
• Prior Distribution 9%
• Channel Noise 9%
• Machine Learning Paradigms 9%
• Edge Devices 9%
• Improved Convergence 9%
• Free Channel 9%
• Local Weight 9%
• Signal Aggregation 9%

Computer Science

• Federated Learning 100%
• Heterogeneous Data 100%
• Machine Learning 15%
• Learning Algorithm 15%
• Bayesian Approach 15%
• Multiple Access Channel 7%
• Training Model 7%
• Energy Consumption 7%
• Convergence Rate 7%
• User Data 7%