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…
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…
An iterative importance sampler for Bayesian parameter estimation in stochastic models of multicellular clocks
Inés P. Mariño, Joaquin Miguez, Alexey Zaikin
We investigate a stochastic version of the synthetic multicellular clock model proposed by Garcia-Ojalvo, Elowitz and Strogatz. By introducing dynamical noise in the model and assu…