Cascade-KDE: Robust Time-Series Restoration under Out-of-Distribution Impulse Corruptions

Yuefeng Liu, Ning Yang, Ziyu Yang

Real-world time-series data in industrial sensing, healthcare, and energy systems is often corrupted by a mixture of Gaussian noise and occasional large-magnitude impulse outliers.…