Robust Fusion of Time Series and Image Data for Improved Multimodal Clinical Prediction

Robust Fusion of Time Series and Image Data for Improved Multimodal Clinical Prediction

With the increasing availability of diverse data types, particularly images and time series data from medical experiments, there is a growing demand for techniques designed to combine various modalities of data effectively. Our motivation comes from the important areas of predicting mortality and ph...

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Bibliographic Details
Main Authors: Ali Rasekh, Reza Heidari, Amir Hosein Haji Mohammad Rezaie, Parsa Sharifi Sedeh, Zahra Ahmadi, Prasenjit Mitra, Wolfgang Nejdl
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Access
Subjects:
Multimodal learning
time series
attention mechanism
robustness
phenotyping
Online Access:https://ieeexplore.ieee.org/document/10752509/
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