Search Results for author: Andrew Michelson

Found 2 papers, 0 papers with code

Multimodal hierarchical multi-task deep learning framework for jointly predicting and explaining Alzheimer disease progression

no code implementations4 Apr 2024 Sayantan Kumar, Sean Yu, Thomas Kannampallil, Andrew Michelson, Aristeidis Sotiras, Philip Payne

We proposed a multimodal hierarchical multi-task learning approach which can monitor the risk of disease progression at each timepoint of the visit trajectory.

Multi-Task Learning

Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction

no code implementations9 Oct 2021 Sayantan Kumar, Sean C. Yu, Thomas Kannampallil, Zachary Abrams, Andrew Michelson, Philip R. O. Payne

Complex deep learning models show high prediction tasks in various clinical prediction tasks but their inherent complexity makes it more challenging to explain model predictions for clinicians and healthcare providers.

Explainable Models ICU Mortality

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