2 papers
stat.ML2025
Intrinsic Gaussian Process Regression Modeling for Manifold-valued Response Variable
Zhanfeng Wang, Xinyu Li, Hao Ding +1
Extrinsic Gaussian process regression methods, such as wrapped Gaussian process, have been developed to analyze manifold data. However, there is a lack of intrinsic Gaussian proces…
stat.ME2024
Wrapped Gaussian Process Functional Regression Model for Batch Data on Riemannian Manifolds
Jinzhao Liu, Chao Liu, Jian Qing Shi +1
Regression is an essential and fundamental methodology in statistical analysis. The majority of the literature focuses on linear and nonlinear regression in the context of the Eucl…