John Paul C. Vergara

Integrated Heteroskedastic Nonlinear Vector Autoregression

Reservoir computing (RC) provides a lightweight framework for nonlinear time-series forecasting, with Nonlinear Vector Autoregression (NVAR) offering a deterministic alternative through polynomial transformations of time-delay embeddings. However, its least squares-based ridge readout may be sensitive to heteroskedasti...