A Functional SVD Framework for Regularized Multivariate Functional PCA with Dual Penalization

arXiv:2609.14815 · stat.ML, cs.LG, stat.ME · Submitted 2026-09-13 · Read on arXiv

stat.ML, cs.LG, stat.ME

Submitted: 2026-09-13

Updated: 2026-09-13

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Functional Singular Value Decomposition — 1× in this paper
• Hilbert Space — 1× in this paper · explained in 2 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Singular Value Decomposition (SVD) — 1× in this paper · explained in 2 episodes
• Sparsity — 1× in this paper · explained in 4 episodes

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