TY - CHAP A1 - Navayazdani, Esfandiar T1 - Ridge Regression for Manifold-valued Time-Series with Application to Meteorological Forecast T2 - Geometric Science of Information N2 - We propose a natural intrinsic extension of the ridge regression from Euclidean spaces to general manifolds, which relies on Riemannian least-squares fitting, empirical covariance, and Mahalanobis distance. We utilize it for time-series prediction and apply the approach to forecast hurricane tracks and their wind speeds. Y1 - 2025 U6 - https://doi.org/10.1007/978-3-032-03921-7_1 SP - 3 EP - 11 PB - Springer Nature ER -