340 citations · 396 across the 5 of their papers we have counts for
4 papers · 1 filter
Dynamics of Fourier Modes in Torus Generative Adversarial Networks
Ángel González-Prieto, Alberto Mozo, Edgar Talavera +1
Generative Adversarial Networks (GANs) are powerful Machine Learning models capable of generating fully synthetic samples of a desired phenomenon with a high resolution. Despite th…
Data Augmentation techniques in time series domain: A survey and taxonomy
Guillermo Iglesias, Edgar Talavera, Ángel González-Prieto +2
With the latest advances in Deep Learning-based generative models, it has not taken long to take advantage of their remarkable performance in the area of time series. Deep neural n…
Improving the quality of generative models through Smirnov transformation
Ángel González-Prieto, Alberto Mozo, Sandra Gómez-Canaval +1
Solving the convergence issues of Generative Adversarial Networks (GANs) is one of the most outstanding problems in generative models. In this work, we propose a novel activation f…
Regularized Greedy Column Subset Selection
Bruno Ordozgoiti, Alberto Mozo, Jesús García López de Lacalle
The Column Subset Selection Problem provides a natural framework for unsupervised feature selection. Despite being a hard combinatorial optimization problem, there exist efficient…