Towards data-conditional simulation for ABC inference in stochastic differential equations
Journal article, 2024
smoothing.
sequential Monte Carlo
simulation-based inference
biochemical reaction networks
invariant neural networks
approximate Bayesian computation
Author
Petar Jovanovski
University of Gothenburg
Chalmers, Mathematical Sciences, Applied Mathematics and Statistics
Andrew Golightly
Durham University
Umberto Picchini
University of Gothenburg
Chalmers, Mathematical Sciences, Applied Mathematics and Statistics
Bayesian Analysis
1936-0975 (ISSN) 1931-6690 (eISSN)
Vol. In PressStatistical Inference and Stochastic Modelling of Protein Folding
Swedish Research Council (VR) (2013-5167), 2014-01-01 -- 2019-12-31.
Deep learning and likelihood-free Bayesian inference for stochastic modelling
Swedish Research Council (VR) (2019-03924), 2020-01-01 -- 2023-12-31.
CHAIR, 2020-01-01 -- 2024-12-31.
Subject Categories (SSIF 2011)
Computational Mathematics
Probability Theory and Statistics
DOI
10.1214/24-BA1467