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stat.ME 1

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Bayesian Multivariate Sparse Functional Principal Components Analysis

stat.ME · 2025-09-03 · unverdicted · novelty 7.0

MSFAST extends the FAST FPCA method to multivariate sparse data via Bayesian modeling with orthonormal splines, standardization, Procrustes alignment, and efficient computation, yielding valid inferences especially in low signal-to-noise settings.

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  • Bayesian Multivariate Sparse Functional Principal Components Analysis stat.ME · 2025-09-03 · unverdicted · none · ref 25

    MSFAST extends the FAST FPCA method to multivariate sparse data via Bayesian modeling with orthonormal splines, standardization, Procrustes alignment, and efficient computation, yielding valid inferences especially in low signal-to-noise settings.