42 citations · 83 across the 3 of their papers we have counts for
3 papers
Stochastic embeddings of dynamical phenomena through variational autoencoders
Constantino A. Garcia, Paulo Felix, Jesus M. Presedo +1
System identification in scenarios where the observed number of variables is less than the degrees of freedom in the dynamics is an important challenge. In this work we tackle this…
Non-parametric Estimation of Stochastic Differential Equations with Sparse Gaussian Processes
Constantino A. García, Abraham Otero, Paulo Félix +2
The application of Stochastic Differential Equations (SDEs) to the analysis of temporal data has attracted increasing attention, due to their ability to describe complex dynamics w…
A new algorithm for wavelet-based heart rate variability analysis
Constantino A. García, Abraham Otero, Xosé Vila +1
One of the most promising non-invasive markers of the activity of the autonomic nervous system is Heart Rate Variability (HRV). HRV analysis toolkits often provide spectral analysi…