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HyperFusion: A Hypernetwork Approach to Multimodal Integration of Tabular and Medical Imaging Data for Predictive Modeling
March 21, 2024, 4:42 a.m. | Daniel Duenias, Brennan Nichyporuk, Tal Arbel, Tammy Riklin Raviv
cs.LG updates on arXiv.org arxiv.org
Abstract: The integration of diverse clinical modalities such as medical imaging and the tabular data obtained by the patients' Electronic Health Records (EHRs) is a crucial aspect of modern healthcare. The integrative analysis of multiple sources can provide a comprehensive understanding of a patient's condition and can enhance diagnoses and treatment decisions. Deep Neural Networks (DNNs) consistently showcase outstanding performance in a wide range of multimodal tasks in the medical domain. However, the complex endeavor of …
abstract analysis arxiv clinical cs.cv cs.lg data diverse eess.iv electronic electronic health records health healthcare imaging integration medical medical imaging modeling modern multimodal multiple patients predictive predictive modeling records tabular tabular data type
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