Accurate Calibration of Agent-based Epidemiological Models with Neural Network Surrogates

13 October 2020

Papers citing "Accurate Calibration of Agent-based Epidemiological Models with Neural Network Surrogates"

7 / 7 papers shown

Title
Advancing calibration for stochastic agent-based models in epidemiology with Stein variational inference and Gaussian process surrogates Connor Robertson Cosmin Safta Nicholson T. Collier J. Ozik Jaideep Ray 85 0 0 26 Feb 2025
Generating Origin-Destination Matrices in Neural Spatial Interaction Models Ioannis Zachos Mark Girolami Theodoros Damoulas 51 1 0 09 Oct 2024
Bayesian calibration of stochastic agent based model via random forest Connor Robertson Cosmin Safta Nicholson T. Collier J. Ozik Jaideep Ray 65 5 0 27 Jun 2024
Interventionally Consistent Surrogates for Agent-based Simulators Joel Dyer Nicholas Bishop Yorgos Felekis Fabio Massimo Zennaro Anisoara Calinescu Theodoros Damoulas Michael Wooldridge 56 6 0 18 Dec 2023
Deep Learning-based Spatially Explicit Emulation of an Agent-Based Simulator for Pandemic in a City Varun Madhavan Adway Mitra P. Chakrabarti AI4CE 37 0 0 28 May 2022
Differentiable Agent-Based Simulation for Gradient-Guided Simulation-Based Optimization Philipp Andelfinger 134 14 0 23 Mar 2021
Enabling Machine Learning-Ready HPC Ensembles with Merlin J. L. Peterson B. Bay Joseph Koning Peter B. Robinson Jessica Semler ... S. Langer B. Spears Jayaraman J. Thiagarajan B. Van Essen Jae-Seung Yeom AI4CE 39 36 0 05 Dec 2019