59 citations · 275 across the 37 of their papers we have counts for
4 papers · 1 filter
Table inference for combinatorial origin-destination choices in agent-based population synthesis
Ioannis Zachos, Theodoros Damoulas, Mark Girolami
A key challenge in agent-based mobility simulations is the synthesis of individual agent socioeconomic profiles. Such profiles include locations of agent activities, which dictate…
Robust Bayesian Inference for Measurement Error Misspecification: The Berkson and Classical Cases
Charita Dellaporta, Theodoros Damoulas
Measurement error occurs when a covariate influencing a response variable is corrupted by noise. This can lead to misleading inference outcomes, particularly in problems where accu…
Robust Bayesian Inference for Simulator-based Models via the MMD Posterior Bootstrap
Charita Dellaporta, Jeremias Knoblauch, Theodoros Damoulas +1
Simulator-based models are models for which the likelihood is intractable but simulation of synthetic data is possible. They are often used to describe complex real-world phenomena…
Generalized Bayesian Filtering via Sequential Monte Carlo
Ayman Boustati, Ömer Deniz Akyildiz, Theodoros Damoulas +1
We introduce a framework for inference in general state-space hidden Markov models (HMMs) under likelihood misspecification. In particular, we leverage the loss-theoretic perspecti…