time series

Evolutionary optimization of convolutional neural networks for cancer miRNA biomarkers classification

Cancer diagnosis is currently undergoing a paradigm shift with the incorporation of molecular biomarkers as part of routine diagnostic panel. This breakthrough discovery directs researches to examine the role of microRNA in cancer, since its …

Modeling Relational Time Series using Gaussian Embeddings

We address the problem of modeling multiple simultaneous time series where the observations are correlated not only inside each series, but among the different series. This problem happens in many domains such as ecology, meteorology, …