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How to generate micro-agents? A deep generative modeling approach to population synthesis
15 references·14 citing·50 second hop
How to generate micro-agents? A deep generative modeling approach to population synthesis (2019)How to generate micro-agents? A deep gene…Data-driven activity scheduler for agent-based mobility models (2018)Data-driven activity schedule…A high resolution agent-based model to support walk-bicycle infrastructure investment decisions: A case study with New York City (2017)A high resolution agent-based…A Generative Model of Urban Activities from Cellular Data (2017)A Generative Model of Urban A…A Bayesian network approach for population synthesis (2015)A Bayesian network approach f…Simulation based population synthesis (2013)Simulation based population s…SACSIM: An applied activity-based model system with fine-level spatial and temporal resolution (2010)SACSIM: An applied activity-b…Population Synthesis for Microsimulating Travel Behavior (2007)Population Synthesis for Micr…The Effects of Urban Spatial Structure on Travel Demand in the United States (2005)The Effects of Urban Spatial …SimBritain: a spatial microsimulation approach to population dynamics (2005)SimBritain: a spatial microsi…A multidimensional mixed ordered-response model for analyzing weekend activity participation (2004)A multidimensional mixed orde…Urban Form and Travel Behaviour: Micro-level Household Attributes and Residential Context (2002)Urban Form and Travel Behavio…Relationships between Land Use, Socioeconomic Factors, and Travel Patterns in Britain (2001)Relationships between Land Us…Activity-based disaggregate travel demand model system with activity schedules (2001)Activity-based disaggregate t…Creating synthetic baseline populations (1996)Creating synthetic baseline p…Synthesis—A Synthetic Spatial Information System for Urban and Regional Analysis: Methods and Examples (1988)Synthesis—A Synthetic Spatial…Large-scale activity-based demand generation modeling: A literature review and exploration of potential approaches (2025)Large-scale activity-based de…Collaborative generative adversarial networks for fusing household travel survey and smart card data to generate heterogeneous activity schedules in urban digital twins (2025)Collaborative generative adve…Applying Spectral Clustering to Decode Mobility Patterns in Athens, Greece (2025)Applying Spectral Clustering …Nationwide synthetic human mobility dataset construction from limited travel surveys and open data (2024)Nationwide synthetic human mo…A MATSim model methodology to generate cycling-focused transport scenarios in England (2024)A MATSim model methodology to…A data-driven framework for agent-based modeling of vehicular travel using publicly available data (2024)A data-driven framework for a…Integrating future trends and uncertainties in urban mobility design via data-driven personas and scenarios (2023)Integrating future trends and…A holistic data-driven framework for developing a complete profile of bus passengers (2023)A holistic data-driven framew…Variational embedding of a hidden Markov model to generate human activity sequences (2021)Variational embedding of a hi…Validation of MCMC-Based Travel Simulation Framework Using Mobile Phone Data (2021)Validation of MCMC-Based Trav…Prediction of rare feature combinations in population synthesis: Application of deep generative modelling (2020)Prediction of rare feature co…Introducing synthetic pseudo panels: application to transport behaviour dynamics (2020)Introducing synthetic pseudo …Deep neural networks for choice analysis: Extracting complete economic information for interpretation (2020)Deep neural networks for choi…Comparing Methods for Generating a Two-Layered Synthetic Population (2020)Comparing Methods for Generat…An evaluation of activity-based travel analysis (1988)Activity‐based approaches to travel analysis: conceptual frameworks, models, and research problems (1992)TRANSIMS: Transportation analysis and simulation system (1995)Microsimulating urban systems (2003)Neighborhood Income Composition by Household Race and Income, 1990–2009 (2015)Jobs-Housing Balancing and Regional Mobility (1989)A micro-analysis of land use and travel in five neighborhoods in the San Francisco Bay Area (1997)Sustainable cities: transport, energy, and urban form (1997)Land use and transport: research and policy challenges (2002)What if you live in the wrong neighborhood? The impact of residential neighborhood type dissonance on distance traveled (2005)Impact of the jobs-housing balance on urban commuting in Beijing in the transformation era (2009)Travel and the Built Environment: A Synthesis (2001)The Compact City (2003)The influence of socioeconomic characteristics, land use and travel time considerations on mode choice for medium- and longer-distance trips (2005)Car ownership as a mediating variable in car travel behaviour research using a structural equation modelling approach to identify its dual relationship (2009)A comparative study of machine learning classifiers for modeling travel mode choice (2017)WHAT ABOUT PEOPLE IN REGIONAL SCIENCE? (1970)Discrete Choice Analysis: Theory and Application to Travel Demand. (1987)Discrete choice analysis: Theory and application to travel demand (1988)Environmental correlates of walking and cycling: Findings from the transportation, urban design, and planning literatures (2003)Activity-based models of travel demand: promises, progress and prospects (2013)Does active commuting improve psychological wellbeing? Longitudinal evidence from eighteen waves of the British Household Panel Survey (2014)Derivation and analysis of some models for combining trip distribution and assignment (1976)Comprehensive Econometric Microsimulator for Daily Activity-Travel Patterns (2004)Exploring the equity performance of bike-sharing systems with disaggregated data: A story of southern Tampa (2019)A validated multi-agent simulation test bed to evaluate congestion pricing policies on population segments by time-of-day in New York City (2020)Analysis of Travel Mode Choice in Seoul Using an Interpretable Machine Learning Approach (2021)Cities and Housing. (1970)The measurement of urban travel demand (1974)The Dimensions of Residential Segregation (1988)Age-structure, urbanization, and climate change in developed countries: revisiting STIRPAT for disaggregated population and consumption-related environmental impacts (2010)Human Settlements, Infrastructure and Spatial Planning (2014)Does Compact Development Make People Drive Less? (2016)A NEW MEASURE OF RANK CORRELATION (1938)Discrete Choice Methods with Simulation (2001)UrbanSim: Modeling Urban Development for Land Use, Transportation, and Environmental Planning (2002)Synthetic Population Generation at Disaggregated Spatial Scales for Land Use and Transportation Microsimulation (2014)Synthetic population and travel demand for Paris and Île-de-France based on open and publicly available data (2021)ILUTE: An Operational Prototype of a Comprehensive Microsimulation Model of Urban Systems (2005)Hidden Markov Model-based population synthesis (2016)A hierarchical mixture modeling framework for population synthesis (2018)Understanding individual human mobility patterns (2008)Limits of Predictability in Human Mobility (2010)Friendship and mobility (2011)Transport modelling in the age of big data (2017)Learning to Simulate Human Mobility (2020)Rethinking Behaviors and Activities of Base Stations in Mobile Cellular Networks Based on Big Data Analysis (2020)Methodology to Match Distributions of Both Household and Person Attributes in Generation of Synthetic Populations (2009)Measuring segregation: an activity space approach (2010)Synthetic Population Generation Without a Sample (2012)
this work references cited by second hop

References

  • 2001Activity-based disaggregate travel demand model system with activity schedules763 cited
  • 2005The Effects of Urban Spatial Structure on Travel Demand in the United States548 cited
  • 1996Creating synthetic baseline populations491 cited
  • 2002Urban Form and Travel Behaviour: Micro-level Household Attributes and Residential Context454 cited
  • 2001Relationships between Land Use, Socioeconomic Factors, and Travel Patterns in Britain272 cited
  • 2013Simulation based population synthesis191 cited
  • 2015A Bayesian network approach for population synthesis188 cited
  • 2017A Generative Model of Urban Activities from Cellular Data185 cited
  • 2010SACSIM: An applied activity-based model system with fine-level spatial and temporal resolution181 cited
  • 2007Population Synthesis for Microsimulating Travel Behavior175 cited
  • 2005SimBritain: a spatial microsimulation approach to population dynamics154 cited
  • 2004A multidimensional mixed ordered-response model for analyzing weekend activity participation141 cited
  • 1988Synthesis—A Synthetic Spatial Information System for Urban and Regional Analysis: Methods and Examples125 cited
  • 2017A high resolution agent-based model to support walk-bicycle infrastructure investment decisions: A case study with New York City76 cited

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  • 2018Data-driven activity scheduler for agent-based mobility models71 cited
  • Cited by

    • 2020Deep neural networks for choice analysis: Extracting complete economic information for interpretation117 cited
    • 2020Prediction of rare feature combinations in population synthesis: Application of deep generative modelling56 cited
    • 2020Comparing Methods for Generating a Two-Layered Synthetic Population47 cited
    • 2021Variational embedding of a hidden Markov model to generate human activity sequences21 cited
    • 2023A holistic data-driven framework for developing a complete profile of bus passengers17 cited
    • 2020Introducing synthetic pseudo panels: application to transport behaviour dynamics15 cited
    • 2023Integrating future trends and uncertainties in urban mobility design via data-driven personas and scenarios14 cited
    • 2025Collaborative generative adversarial networks for fusing household travel survey and smart card data to generate heterogeneous activity schedules in urban digital twins11 cited
    • 2025Applying Spectral Clustering to Decode Mobility Patterns in Athens, Greece9 cited
    • 2025Large-scale activity-based demand generation modeling: A literature review and exploration of potential approaches8 cited
    • 2024Nationwide synthetic human mobility dataset construction from limited travel surveys and open data8 cited
    • 2024A data-driven framework for agent-based modeling of vehicular travel using publicly available data7 cited
    • 2021Validation of MCMC-Based Travel Simulation Framework Using Mobile Phone Data6 cited
    • 2024A MATSim model methodology to generate cycling-focused transport scenarios in England5 cited