Search Results for author: Lena Mondrejevski

Found 2 papers, 2 papers with code

Early prediction of the risk of ICU mortality with Deep Federated Learning

1 code implementation • 1 Dec 2022 • Korbinian Randl, Núria Lladós Armengol, Lena Mondrejevski, Ioanna Miliou

In this study, we evaluate the ability of deep Federated Learning to predict the risk of Intensive Care Unit mortality at an early stage.

Federated Learning ICU Mortality

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FLICU: A Federated Learning Workflow for Intensive Care Unit Mortality Prediction

1 code implementation • 30 May 2022 • Lena Mondrejevski, Ioanna Miliou, Annaclaudia Montanino, David Pitts, Jaakko Hollmén, Panagiotis Papapetrou

Thus, the federated approach can be seen as a valid and privacy-preserving alternative to centralized machine learning for classifying ICU mortality when sharing sensitive patient data between hospitals is not possible.

BIG-bench Machine Learning Binary Classification +6

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Code

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