Communication-Efficient Federated Learning Over Capacity-Limited Wireless Networks

Keyphrases

• Wireless Networks 100%
• Convergence Rate 100%
• Capacity Constraints 100%
• Uplink Capacity 100%
• Communication-efficient Federated Learning 100%
• S-values 66%
• Compression Error 66%
• Federated Learning Framework 66%
• Reconstruction Error 33%
• Feedback Strategies 33%
• Analytical Results 33%
• MNIST 33%
• Error Feedback 33%
• Local Model 33%
• Model Updating 33%
• Linear Transformation 33%
• Gaussian Distribution 33%
• Gaussian Random Variable 33%
• Classification Accuracy 33%
• Non-convex Cost Function 33%
• Linear Minimum Mean Square Error (LMMSE) 33%
• Scalar Quantization 33%
• CIFAR-100 33%
• CIFAR-10 33%
• Federated Learning 33%
• Bussgang Decomposition 33%

Computer Science

• Wireless Network 100%
• Federated machine learning 100%
• Convergence Rate 75%
• Learning Framework 50%
• Reconstruction Error 25%
• Linear Transformation 25%
• Classification Accuracy 25%
• Gaussian Random Variable 25%
• Scalar Quantizer 25%

Mathematics

• Federated machine learning 100%
• Rate of Convergence 50%
• Loss Function 25%
• Gaussian Distribution 25%
• Convergence Rate 25%
• Mean Square Error 25%
• Linear Transformation 25%
• Gaussian Random Variable 25%
• Convex 25%