29 citations · 63 across the 6 of their papers we have counts for
3 papers · 1 filter
A probabilistic scheme for joint parameter estimation and state prediction in complex dynamical systems
Sara Pérez-Vieites, Inés P. Mariño, Joaquín Míguez
Many problems in the geophysical sciences demand the ability to calibrate the parameters and predict the time evolution of complex dynamical models using sequentially-collected dat…
Multiplex decomposition of non-Markovian dynamics and the hidden layer reconstruction problem
Lucas Lacasa, Inés P. Mariño, Joaquín Miguez +5
Elements composing complex systems usually interact in several different ways and as such the interaction architecture is well modelled by a multiplex network. However often this a…
Analysis of a nonlinear importance sampling scheme for Bayesian parameter estimation in state-space models
Joaquin Miguez, Ines P. Mariño, Manuel A. Vazquez
The Bayesian estimation of the unknown parameters of state-space (dynamical) systems has received considerable attention over the past decade, with a handful of powerful algorithms…