Optimal User-Edge Assignment in Hierarchical Federated Learning Based on Statistical Properties and Network Topology Constraints

Computer Science

• Federated Learning 100%
• Statistical Property 100%
• Learning Algorithm 50%
• Deep Learning 50%
• Edge Computing 50%
• computing paradigm 50%
• Data Distribution 50%
• Gradient Descent 50%
• Learning Systems 50%
• Assignment Problem 50%
• Distributed Learning 50%
• Fast Convergence 50%
• Hierarchical Architecture 50%

Keyphrases

• Topology Constraint 100%
• Federated Averaging 100%
• Performance Drop 50%
• Cloud Layer 50%
• Low-performing 50%
• Weighted Distance 50%
• Distributed Learning Algorithm 50%