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2026

Probabilistic Nested Homogeneous Spaces for Dimensionality Reduction

A novel probabilistic version of the NHS model (PNHS) is presented for dimensionality reduction of high dimensional manifold-valued data in Riemannian homogeneous spaces and has several advantages over its deterministic counterpart namely, the NHS model.

Xi-Ran Fan, B. Vemuri · 0 citations

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