Sophie Hanna Langbein

SEP 10, 2026 · PREPRINT

A Hilbert-Valued Functional Decomposition Framework for Explaining Time-Dependent Outputs

arXiv

This is a methodological framework paper presenting novel mathematical theory for feature explanations in functional outputs, validated on synthetic and real data but without clinical endpoints, comparative effectiveness, or evidence of impact on decision-making.