JANA: Jointly Amortized Neural Approximation of Complex Bayesian Models
Paper in proceeding, 2023
Author
Stefan T. Radev
Heidelberg University
Marvin Schmitt
University of Stuttgart
Valentin Pratz
Heidelberg University
Umberto Picchini
Chalmers, Mathematical Sciences, Applied Mathematics and Statistics
Ullrich Köthe
Heidelberg University
Paul Christian Bürkner
University of Stuttgart
Proceedings of Machine Learning Research
26403498 (eISSN)
Vol. 216 1695-1706Pittsburgh, USA,
Deep learning and likelihood-free Bayesian inference for stochastic modelling
Swedish Research Council (VR) (2019-03924), 2020-01-01 -- 2023-12-31.
Chalmers AI Research Centre (CHAIR), 2020-01-01 -- 2024-12-31.
Subject Categories
Probability Theory and Statistics