144 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Centre de Recherche en Informatique, Signal et Automatique de LilleFR14 papers
- Centre National de la Recherche ScientifiqueFR11 papers
- Université de LilleFR11 papers
- IMT Nord EuropeFR10 papers
- Institut Mines-TélécomFR5 papers
- École Centrale de LilleFR3 papers
- Universitat de ValènciaES3 papers
- University College LondonGB3 papers
- Universidad Carlos III de MadridES2 papers
- University of CambridgeGB2 papers
- University of FlorenceIT2 papers
- University of SheffieldGB2 papers
3 papers · 2 filters
Generalized Multiple Importance Sampling
Víctor Elvira, Luca Martino, David Luengo +1
Importance Sampling methods are broadly used to approximate posterior distributions or some of their moments. In its standard approach, samples are drawn from a single proposal dis…
How Can Subsampling Reduce Complexity in Sequential MCMC Methods and Deal with Big Data in Target Tracking?
Allan De Freitas, François Septier, Lyudmila Mihaylova +1
Target tracking faces the challenge in coping with large volumes of data which requires efficient methods for real time applications. The complexity considered in this paper is whe…
Langevin and Hamiltonian based Sequential MCMC for Efficient Bayesian Filtering in High-dimensional Spaces
Francois Septier, Gareth W. Peters
Nonlinear non-Gaussian state-space models arise in numerous applications in statistics and signal processing. In this context, one of the most successful and popular approximation…