Nayan Deepak

Adaptive Spectral-Spatial Regime Modeling for Non- Stationary Multivariate Time-Series Forecasting

Accurate forecasting of multivariate time series (MTS) is foundational across critical domains including high-frequency clinical monitoring, power grid operations, financial modeling, and distributed industrial telemetry. However, real-world MTS signals exhibit severe distribution shifts, complex cross-channel dependen...