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Marija Kukic

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Related publications (7)

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One-step Gibbs sampling for the generation of synthetic households

Xinling Li, 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

A Review of Activity-based Disaggregate Travel Demand Models

Michel Bierlaire, Marija Kukic, Negar Rezvany

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

Hybrid Simulator for Capturing Dynamics of Synthetic Populations

Michel Bierlaire, Marija Kukic

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 Existing generators produce a snapshot of synthetic data that becomes outdated ov ...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

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

Marija Kukic

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One-step Gibbs sampling for the generation of synthetic households

A Review of Activity-based Disaggregate Travel Demand Models

Hybrid Simulator for Capturing Dynamics of Synthetic Populations

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

Hybrid Simulator for Capturing Dynamics of Synthetic Population

Hybrid Simulator for Projecting Synthetic Households in Unforseen Events

Hybrid Simulator for Projecting Synthetic Households in Unforeseen Events