Convergence Analysis of Split Federated Learning on Heterogeneous Data

Keyphrases

• Heterogeneous Data 100%
• Convergence Analysis 100%
• Heterogeneous Federated Learning 100%
• Federated Learning 22%
• Main Server 22%
• Convergence Rate 11%
• One-part 11%
• Global Model 11%
• Highly Heterogeneous 11%
• Non-convex Objective 11%
• Split Learning 11%
• Federated Learning Algorithm 11%
• Algorithm Development 11%
• Learning Training 11%
• Multiple Clients 11%
• Strongly Convex 11%
• Distributed Approach 11%
• Round numbers 11%
• Collaborative Model Training 11%

Computer Science

• Heterogeneous Data 100%
• Mathematical Convergence 100%
• Federated machine learning 100%
• Learning Algorithm 9%
• Convergence Rate 9%
• Collaboration 9%
• Algorithm Development 9%
• Multiple Client 9%
• Distributed Approach 9%