CoBAAF: Controlled Bayesian Air Aggregation Federated Learning from Heterogeneous Data

Keyphrases

• Bandwidth Utilization 11%
• Bayesian Approach 11%
• Convergence Rate 11%
• Correction Term 11%
• Data Signal 11%
• Edge Devices 11%
• Energy Consumption 11%
• Error-free 11%
• Federated Learning 100%
• Free Channel 11%
• Global Aggregation 11%
• Global-local 11%
• Heterogeneous Data 100%
• Improved Convergence 11%
• Joint Design 11%
• Large number of Users 11%
• Large Volumes of Data 11%
• Learning Control 11%
• Learning Model 11%
• Local Data 11%
• Local Training 11%
• Local Update 11%
• Machine Learning Paradigms 11%
• Machine Learning Problems 11%
• Model Distribution 11%
• Multiple Edges 11%
• Noisy Networks 11%
• Novel Algorithm 11%
• Repeated Transmission 11%
• Statistical Heterogeneity 22%
• Training Model 11%
• User Data 11%
• Wireless Channel 11%

Computer Science

• Bayesian Approach 11%
• Convergence Rate 11%
• Energy Consumption 11%
• Federated Learning 100%
• Heterogeneous Data 100%
• Learning Problem 11%
• Local Distribution 11%
• Machine Learning 22%
• Training Model 11%
• User Data 11%
• Wireless Channel 11%