1 code implementation • 12 Dec 2023 • Sen Yan, Hongyuan Fang, Ji Li, Tomas Ward, Noel O'Connor, Mingming Liu
Our findings show that FL methods can effectively improve the performance of BEV energy consumption prediction while maintaining user privacy.
no code implementations • 18 Sep 2023 • Andrey Totev, Tomas Ward
Offline handwriting recognition (HWR) has improved significantly with the advent of deep learning architectures in recent years.
2 code implementations • 10 Dec 2021 • Zhenshuo Chen, Eoin Brophy, Tomas Ward
Unlike dynamic behavior analysis, static analysis is resource-efficient and offers complete code coverage, but is vulnerable to code obfuscation and encryption.
Ranked #1 on Malware Classification on Microsoft Malware Classification Challenge (Accuracy (5-fold) metric)
no code implementations • 30 Oct 2021 • Mansura Habiba, Eoin Brophy, Barak A. Pearlmutter, Tomas Ward
Continuous medical time series data such as ECG is one of the most complex time series due to its dynamic and high dimensional characteristics.
1 code implementation • 28 Oct 2021 • Nathan Crone, Eoin Brophy, Tomas Ward
This work brings an algorithmic trading approach to the Bitcoin market to exploit the variability in its price on a day-to-day basis through the classification of its direction.
no code implementations • 6 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.
1 code implementation • 23 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.
no code implementations • 11 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.
1 code implementation • 24 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.