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How Deep is your Guess? A Fresh Perspective on Deep Learning for Medical Time-Series Imputation

How Deep is your Guess? A Fresh Perspective on Deep Learning for Medical Time-Series Imputation

We introduce a novel classification framework for time-series imputation using deep learning, with a particular focus on clinical data. By identifying conceptual gaps in the literature and existing reviews, we devise a taxonomy grounded on the inductive bias of neural imputation frameworks, resulting in a classification of existing deep imputation …