Publications

Filtered Results: 10 found

Feb 2024
Journal
Black-box Bayesian inference for agent-based models
in Journal of Economic Dynamics and Control
Joel Dyer, Patrick Cannon, J. Doyne Farmer, Sebastian Schmon
Jan 2024
Working Paper
Interventionally consistent surrogates for agent-based simulators
Joel Dyer, Nicholas Bishop, Yorgos Felekis, Fabio Massimo Zennaro, Anisoara Calinescu, Theodoros Damoulas, Michael Wooldridge
Jan 2024
Paper
Population synthesis as scenario generation for simulation-based planning under uncertainty
Joel Dyer, Arnau Quera-Bofarull, Nicholas Bishop, J. Doyne Farmer, Anisoara Calinescu, Michael Wooldridge
Nov 2023
Journal
Gradient-assisted calibration for financial agent-based models
in Proceedings of the Fourth ACM International Conference on AI in Finance (ICAIF '23)
Joel Dyer, Arnau Quera-Bofarull, Ayush Chopra, J. Doyne Farmer, Anisoara Calinescu, Michael Wooldridge
Oct 2023
Journal
Black-box inference for differentiable simulators
in Journal of Open Source Software
Arnau Quera-Bofarull, Joel Dyer, Anisoara Calinescu, J. Doyne Farmer, Michael Wooldridge
May 2023
Paper
Bayesian calibration of differentiable agent-based models
Arnau Quera-Bofarull, Ayush Chopra, Anisoara Calinescu, Michael Wooldridge, Joel Dyer
Jun 2022
INET Working Paper
No. 2022-30 - Calibrating agent-based models to microdata with graph neural networks
Joel Dyer, Patrick Cannon, J. Doyne Farmer, Sebastian Schmon
Feb 2022
Paper
Amortised likelihood-free inference for expensive time-series simulators with signatured ratio estimation
Joel Dyer, Patrick Cannon, Sebastian M Schmon
Feb 2022
INET Working Paper
No. 2022-05 - Black-box Bayesian inference for economic agent-based models
Joel Dyer, Patrick Cannon, J. Doyne Farmer, Sebastian Schmon
Dec 2020
Journal
Public risk perception and emotion on Twitter during the Covid-19 pandemic
in Applied Network Science
Joel Dyer, Blas Kolic