69 citations · 281 across the 19 of their papers we have counts for
4 papers · 1 filter
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…
A nonlinear population Monte Carlo scheme for the Bayesian estimation of parameters of -stable distributions
Eugenia Koblents, Joaquin Miguez, Marco A. Rodriguez +1
The class of -stable distributions enjoys multiple practical applications in signal processing, finance, biology and other areas because it allows to describe interesting and co…
Adapting the Number of Particles in Sequential Monte Carlo Methods through an Online Scheme for Convergence Assessment
Víctor Elvira, Joaquín Míguez, Petar M. Djurić
Particle filters are broadly used to approximate posterior distributions of hidden states in state-space models by means of sets of weighted particles. While the convergence of the…
A proof of uniform convergence over time for a distributed particle filter
Joaquin Miguez, Manuel A. Vazquez
Distributed signal processing algorithms have become a hot topic during the past years. One class of algorithms that have received special attention are particles filters (PFs). Ho…