3 papers
eess.SP2024
Overpredictive Signal Analytics in Federated Learning: Algorithms and Analysis
Vijay Anavangot
Edge signal processing facilitates distributed learning and inference in the client-server model proposed in federated learning. In traditional machine learning, clients (IoT devic…
eess.SP2018
Novel Near-Optimal Scalar Quantizers with Exponential Decay Rate and Global Convergence
Vijay Anavangot, Animesh Kumar
Many modern distributed real-time signal sensing/monitoring systems require quantization for efficient signal representation. These distributed sensors often have inherent computat…
eess.SP2018
On Distributed Nonlinear Signal Analytics : Bandwidth and Approximation Error Tradeoffs
Vijay Anavangot, Animesh Kumar
Analytics will be a part of the upcoming smart city and Internet of Things (IoT). The focus of this work is approximate distributed signal analytics. It is envisaged that distribut…