Publications by Marija Kukic | EPFL Graph Search

Hybrid Simulator for Capturing Dynamics of Synthetic Populations

This paper presents a novel hybrid framework for generating and updating a synthetic population. We call it hybrid because it combines model-based and data-driven approaches. Existing generators produce a snapshot of synthetic data that becomes outdated ov ...

IEEE2024

One-step Gibbs sampling for the generation of synthetic households

Michel Bierlaire, Marija Kukic

The generation of synthetic households is challenging due to the necessity of maintaining consistency between the two layers of interest: the household itself, and the individuals composing it. Hence, the problem is typically tackled in two steps, first fo ...

2024

Hybrid Simulator for Projecting Synthetic Households in Unforeseen Events

Michel Bierlaire, Marija Kukic

2024

Hybrid Simulator for Projecting Synthetic Households in Unforseen Events

Michel Bierlaire, Marija Kukic

2024

A Review of Activity-based Disaggregate Travel Demand Models

Michel Bierlaire, Negar Rezvany, Marija Kukic

This paper reviews the literature on disaggregated travel demand models from a choice perspective, focusing on activity-based models (ABMs) and synthetic population generators as example approaches to capture these choice dimensions. We discuss the links b ...

2024

Divide-and-conquer one-step simulator for the generation of synthetic households

Michel Bierlaire, Marija Kukic

This paper presents a novel simulation approach for generating synthetic households, addressing several literature gaps from the methodological viewpoint. The generation of hierarchical datasets such as complete households is challenging since it must guar ...

2023

Hybrid Simulator for Capturing Dynamics of Synthetic Population

Michel Bierlaire, Marija Kukic

2023