2 papers
stat.ML2022
Parameterization of state duration in Hidden semi-Markov Models: an application in electrocardiography
Adrián Pérez Herrero, Paulo Félix Lamas, Jesús María Rodríguez Presedo
This work aims at providing a new model for time series classification based on learning from just one example. We assume that time series can be well characterized as a parametric…
physics.comp-ph2020
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…