2 papers
stat.ME2026
Manifold Fitting: A Review of Methods and Applications
Zhigang Yao, Jiaji Su
With data growing in scale and complexity, traditional linear dimension reduction techniques are becoming inadequate in some settings. Manifold fitting offers an important alternat…
stat.ME2026
Principal Decomposition with Nested Submanifolds
Jiaji Su, Zhigang Yao
Over the past decades, the increasing dimensionality of data has increased the need for effective data decomposition methods. Existing approaches, however, often rely on linear mod…