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 …
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
Agent-based micro-simulation models require a complete list of agents with detailed
demographic/socioeconomic information for the purpose of behavior modeling and …
demographic/socioeconomic information for the purpose of behavior modeling and …
[HTML][HTML] Future exposure modelling for risk-informed decision making in urban planning
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 …
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 …
data about the target system. This descriptive perspective will often encourage models to …
Creating spatially-detailed heterogeneous synthetic populations for agent-based microsimulation
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 …
to the widespread availability of high-performance computing resources and large data …
A hierarchical mixture modeling framework for population synthesis
Synthetic population is a key input to agent-based urban/transportation microsimulation
models. The objective of population synthesis is to reproduce the underlying statistical …
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' …
tour-based, and activity-based models. As mobility decisions depend on both individuals' …
Population synthesis handling three geographical resolutions
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 …
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 …
been gaining increasing interest among practitioners. Transportation planning agencies …
Prediction of rare feature combinations in population synthesis: Application of deep generative modelling
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 …
in many fields, such as economics, transportation, ecology and epidemiology. When the …