Singh Mrigank Shekhar

NormaStream: Non-Backpropagation Analytic Solvers for Streaming Dynamical Systems and Time-Series

NormaStream is a study of whether streaming time-series forecasting can be done effectively without backpropagation or continual gradient-based training. The paper introduces a closed-form forecasting approach that uses ridge regression to initialize the model and Recursive Least...