Generation of synthetic populations in social simulations: a review of methods and practices

K Chapuis, P Taillandier… - Journal of Artificial …, 2022 - article.publish4promo.com
With the aim of building realistic model of social systems, designers of agent-based models
tend to incorporate more and more data and this data is of course having an impact on their …

A Bayesian network approach for population synthesis

L Sun, A Erath - Transportation Research Part C: Emerging …, 2015 - Elsevier
Agent-based micro-simulation models require a complete list of agents with detailed
demographic/socioeconomic information for the purpose of behavior modeling and …

[HTML][HTML] Future exposure modelling for risk-informed decision making in urban planning

EY Menteşe, G Cremen, R Gentile, C Galasso… - International journal of …, 2023 - Elsevier
Population increases and related urban expansion are projected to occur in various parts of
the world over the coming decades. These future changes to the urban fabric could …

[PDF][PDF] A brief review of synthetic population generation practices in agent-based social simulation

K Chapuis, P Taillandier - submitted to SSC2019, Social …, 2019 - researchgate.net
Toward the objective of building realistic social models, modelers often need to use a lot of
data about the target system. This descriptive perspective will often encourage models to …

Creating spatially-detailed heterogeneous synthetic populations for agent-based microsimulation

M Zhou, J Li, R Basu, J Ferreira - Computers, Environment and Urban …, 2022 - Elsevier
Agent-based models (ABMs) of urban systems have grown in popularity and complexity due
to the widespread availability of high-performance computing resources and large data …

A hierarchical mixture modeling framework for population synthesis

L Sun, A Erath, M Cai - Transportation Research Part B: Methodological, 2018 - Elsevier
Synthetic population is a key input to agent-based urban/transportation microsimulation
models. The objective of population synthesis is to reproduce the underlying statistical …

Comparing methods for generating a two-layered synthetic population

B Fabrice Yaméogo, P Gastineau… - Transportation …, 2021 - journals.sagepub.com
Synthetic population is used in many transport models ranging from trip-based, hybrid trip,
tour-based, and activity-based models. As mobility decisions depend on both individuals' …

Population synthesis handling three geographical resolutions

AT Moreno, R Moeckel - ISPRS International Journal of Geo-Information, 2018 - mdpi.com
In this paper, we develop a synthetic population as the first step in implementing an
integrated land use/transport model. The model is agent-based, where every household …

Enhanced synthetic population generator that accommodates control variables at multiple geographic resolutions

KC Konduri, D You, VM Garikapati… - Transportation …, 2016 - journals.sagepub.com
Microsimulation models that simulate travel demand at the level of individual travelers have
been gaining increasing interest among practitioners. Transportation planning agencies …

Prediction of rare feature combinations in population synthesis: Application of deep generative modelling

S Garrido, SS Borysov, FC Pereira, J Rich - Transportation Research Part C …, 2020 - Elsevier
Population synthesis is concerned with the generation of agents for agent-based modelling
in many fields, such as economics, transportation, ecology and epidemiology. When the …