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stat.ME2026
Elastic kernel Ridge regression, with applications in phonetics
Beatrice Matteo, Almond Stoecker, Davide Pigoli +1
Predicting the shapes of entire curves requires accounting for nonlinear geometry and unknown alignments between curves. We develop elastic kernel ridge regression, a nonparametric…
stat.ME2026
Infinite-Dimensional Spherical Kernel ridge Regression
Beatrice Matteo, Almond Stoecker, Shahin Tavakoli
We introduce an intrinsic nonlinear regression framework for responses on a sphere of finite or infinite dimension, viewed as a Riemannian manifold. Unlike traditional tangent-spac…