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Home/Authors/Nicholas Shopland

Nicholas Shopland

1 indexed paper

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Publications per year

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26

Top categories

ML×1AI×1Distributed×1

Frequent co-authors

Akarsh K Nair1×
Muhammad Arifur Rahman1×
Andy Burton1×
Jun He1×
Yuan Shen1×
David Baldwin1×

Research Timeline

2026
SynPre-FL: Synthetic data-driven pretraining integrated Federated Learning training framework

This paper proposes SynPre-FL, a framework that combines high-fidelity synthetic EHR generation with federated learning for robust clinical prediction.

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Papers

cs.LGcs.AIcs.DCEmpiricalRecentJul 21, 2026

SynPre-FL: Synthetic data-driven pretraining integrated Federated Learning training framework

Akarsh K Nair, Muhammad Arifur Rahman, Nicholas Shopland, Andy Burton +7 more

This paper proposes SynPre-FL, a framework that combines high-fidelity synthetic EHR generation with federated learning for robust clinical prediction.

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