46 citations · 284 across the 22 of their papers we have counts for
Showing 2014 · math.OCShow all
3 papers · 2 filters
math.OC2014
Reducing the Bias in Blocked Particle Filtering for High-Dimensional Systems
Francesco Bertoli, Adrian N. Bishop
Particle filtering is a powerful approximation method that applies to state estimation in nonlinear and non-Gaussian dynamical state-space models. Unfortunately, the approximation…
math.OC2014★ 4 cited
Adaptively Blocked Particle Filtering with Spatial Smoothing in Large-Scale Dynamic Random Fields
Francesco Bertoli, Adrian N. Bishop
The typical particle filtering approximation error is exponentially dependent on the dimension of the model. Therefore, to control this error, an enormous number of particles are r…
math.OC2014★ 6 cited
Network Consensus in the Wasserstein Metric Space of Probability Measures
Adrian N. Bishop, Arnaud Doucet
Distributed consensus in the Wasserstein metric space of probability measures on the real line is introduced in this work. Convergence of each agent's measure to a common measure i…