70 citations · 138 across the 11 of their papers we have counts for
4 papers · 1 filter
Sequential Decision Model for Inference and Prediction on Non-Uniform Hypergraphs with Application to Knot Matching from Computational Forestry
Seong-Hwan Jun, Samuel W. K. Wong, James V. Zidek +1
In this paper, we consider the knot matching problem arising in computational forestry. The knot matching problem is an important problem that needs to be solved to advance the sta…
Piecewise-Deterministic Markov Chain Monte Carlo
Paul Vanetti, Alexandre Bouchard-Côté, George Deligiannidis +1
A novel class of non-reversible Markov chain Monte Carlo schemes relying on continuous-time piecewise-deterministic Markov Processes has recently emerged. In these algorithms, the…
Exponential Ergodicity of the Bouncy Particle Sampler
George Deligiannidis, Alexandre Bouchard-Côté, Arnaud Doucet
Non-reversible Markov chain Monte Carlo schemes based on piecewise deterministic Markov processes have been recently introduced in applied probability, automatic control, physics a…
Piecewise Deterministic Markov Processes for Scalable Monte Carlo on Restricted Domains
Joris Bierkens, Alexandre Bouchard-Côté, Arnaud Doucet +5
Piecewise Deterministic Monte Carlo algorithms enable simulation from a posterior distribution, whilst only needing to access a sub-sample of data at each iteration. We show how th…