32 citations · 182 across the 41 of their papers we have counts for
3 papers · 1 filter
A Particle Method for Solving Fredholm Equations of the First Kind
Francesca R Crucinio, Arnaud Doucet, Adam M Johansen
Fredholm integral equations of the first kind are the prototypical example of ill-posed linear inverse problems. They model, among other things, reconstruction of distorted noisy o…
Simple conditions for convergence of sequential Monte Carlo genealogies with applications
Suzie Brown, Paul A. Jenkins, Adam M. Johansen +1
We present simple conditions under which the limiting genealogical process associated with a class of interacting particle systems with non-neutral selection mechanisms, as the num…
Generalized Bayesian Filtering via Sequential Monte Carlo
Ayman Boustati, Ömer Deniz Akyildiz, Theodoros Damoulas +1
We introduce a framework for inference in general state-space hidden Markov models (HMMs) under likelihood misspecification. In particular, we leverage the loss-theoretic perspecti…