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Privacy-enhancing digital contact tracing with machine learning for pandemic response: a comprehensive review
The rapid global spread of the coronavirus disease (COVID-19) has severely impacted daily
life worldwide. As potential solutions, various digital contact tracing (DCT) strategies have …
life worldwide. As potential solutions, various digital contact tracing (DCT) strategies have …
Contagion source detection in epidemic and infodemic outbreaks: Mathematical analysis and network algorithms
The rapid spread of infectious diseases and online rumors share similarities in terms of their
speed, scale, and patterns of contagion. Although these two phenomena have historically …
speed, scale, and patterns of contagion. Although these two phenomena have historically …
Privacy-preserving individual-level covid-19 infection prediction via federated graph learning
Accurately predicting individual-level infection state is of great value since its essential role
in reducing the damage of the epidemic. However, there exists an inescapable risk of …
in reducing the damage of the epidemic. However, there exists an inescapable risk of …
Valid conformal prediction for dynamic gnns
Graph neural networks (GNNs) are powerful black-box models which have shown
impressive empirical performance. However, without any form of uncertainty quantification, it …
impressive empirical performance. However, without any form of uncertainty quantification, it …
[HTML][HTML] Large Language Models for Electronic Health Record De-Identification in English and German
Electronic health record (EHR) de-identification is crucial for publishing or sharing medical
data without violating the patient's privacy. Protected health information (PHI) is abundant in …
data without violating the patient's privacy. Protected health information (PHI) is abundant in …
Test allocation based on risk of infection from first and second order contact tracing
GB Soler, MD Felipe, G Gayraud - arxiv preprint arxiv:2311.02094, 2023 - arxiv.org
Under limited available resources, strategies for mitigating the propagation of an epidemic
such as random testing and contact tracing become inefficient. Here, we propose to …
such as random testing and contact tracing become inefficient. Here, we propose to …