Search Results for author: Tomas Ward

Found 4 papers, 2 papers with code

Generation of Synthetic Electronic Health Records Using a Federated GAN

no code implementations6 Sep 2021 John Weldon, Tomas Ward, Eoin Brophy

It was shown that there was no significant reduction in the quality of the synthetic EHR when we moved between training a single central model and training on separate data silos with individual models before combining them into a central model.

Federated Learning Synthetic Data Generation

Generative adversarial networks in time series: A survey and taxonomy

1 code implementation23 Jul 2021 Eoin Brophy, Zhengwei Wang, Qi She, Tomas Ward

We propose a taxonomy of discrete-variant GANs and continuous-variant GANs, in which GANs deal with discrete time series and continuous time series data.

Time Series

Optimizing the Level of Challenge in Stroke Rehabilitation using Iterative Learning Control: a Simulation

no code implementations11 Mar 2021 Sandra-Carina Noble, Tomas Ward, John V. Ringwood

The level of challenge in stroke rehabilitation has to be carefully chosen to keep the patient engaged and motivated while not frustrating them.

Estimation of Continuous Blood Pressure from PPG via a Federated Learning Approach

1 code implementation24 Feb 2021 Eoin Brophy, Maarten De Vos, Geraldine Boylan, Tomas Ward

To our knowledge, this framework is the first example of a GAN capable of continuous ABP generation from an input PPG signal that also uses a federated learning methodology.

Federated Learning Time Series

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