no code implementations • 29 Jan 2024 • Tom Dooney, Lyana Curier, Daniel Tan, Melissa Lopez, Chris Van Den Broeck, Stefano Bromuri
Specifically, our experiments show that training convolutional neural networks (CNNs) with our cDVGAN-generated data improves the detection of samples embedded in detector noise beyond the synthetic data from other state-of-the-art GAN models.
no code implementations • 26 Sep 2022 • Tom Dooney, Stefano Bromuri, Lyana Curier
This paper presents a novel approach to simulating fixed-length time-domain signals using a three-player Wasserstein Generative Adversarial Network (WGAN), called DVGAN, that includes an auxiliary discriminator that discriminates on the derivatives of input signals.
1 code implementation • 19 Feb 2021 • Andreas Schuderer, Stefano Bromuri, Marko van Eekelen
Reinforcement learning (RL) is one of the most active fields of AI research.
no code implementations • 13 Sep 2020 • Weiwei Wang, Wiebke Eberhardt, Stefano Bromuri
We illustrate the algorithm's effectiveness for the classification task, and how it can be used to perform data mining tasks.
2 code implementations • 12 Sep 2020 • Tim De Jong, Stefano Bromuri, Xi Chang, Marc Debusschere, Natalie Rosenski, Clara Schartner, Katharina Strauch, Marion Boehmer, Lyana Curier
The cross-site evaluation was furthermore carried out twice: deep learning models trained on he Netherlands were evaluated on Germany and vice versa.
no code implementations • 11 Oct 2018 • R. L. Curier, T. J. A. De Jong, Katharina Strauch, Katharina Cramer, Natalie Rosenski, Clara Schartner, M. Debusschere, Hannah Ziemons, Deniz Iren, Stefano Bromuri
As a matter of fact the quick adoption of solar panels by households is difficult to track, with local registries that miss a large number of the newly built solar panels.
no code implementations • 3 Oct 2017 • Stefano Bromuri, Albert Brugues de la Torre, Fabien Duboisson, Michael Schumacher
Personal Health Systems (PHS) are mobile solutions tailored to monitoring patients affected by chronic non communicable diseases.