Search Results for author: Hugh Logan Ellis

Found 2 papers, 1 papers with code

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

no code implementations11 Jul 2024 Linglong Qian, Tao Wang, Jun Wang, Hugh Logan Ellis, Robin Mitra, Richard Dobson, Zina Ibrahim

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 strategies based on their suitability for specific imputation scenarios and data-specific properties.

Classification Deep Learning +3

Knowledge Enhanced Conditional Imputation for Healthcare Time-series

1 code implementation27 Dec 2023 Linglong Qian, Joseph Arul Raj, Hugh Logan Ellis, Ao Zhang, Yuezhou Zhang, Tao Wang, Richard JB Dobson, Zina Ibrahim

We present an end-to-end architecture for managing complex missingness in multivariate time series derived from hospital electronic health records (EHRs).

Benchmarking Imputation +1

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