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 …