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A fusion model of temporal graph attention network and machine learning for inferring commuting flow from human activity intensity dynamics
16 references·2 citing·38 second hop
A fusion model of temporal graph attention network and machine learning for inferring commuting flow from human activity intensity dynamics (2023)A fusion model of temporal graph attentio…A survey on deep learning for human mobility (2023)A survey on deep learning for…A Deep Gravity model for mobility flows generation (2021)A Deep Gravity model for mobi…The Geography of Transport Systems (2020)The Geography of Transport Sy…Trip distribution modeling with Twitter data (2019)Trip distribution modeling wi…Reconstructing commuters network using machine learning and urban indicators (2019)Reconstructing commuters netw…Human mobility: Models and applications (2018)Human mobility: Models and ap…A Machine Learning Approach to Modeling Human Migration (2018)A Machine Learning Approach t…Inferring spatial interaction patterns from sequential snapshots of spatial distributions (2017)Inferring spatial interaction…Estimating local commuting patterns from geolocated Twitter data (2017)Estimating local commuting pa…Systematic comparison of trip distribution laws and models (2016)Systematic comparison of trip…Predicting commuter flows in spatial networks using a radiation model based on temporal ranges (2014)Predicting commuter flows in …Gravity versus radiation models: On the importance of scale and heterogeneity in commuting flows (2013)Gravity versus radiation mode…A Universal Model of Commuting Networks (2012)A Universal Model of Commutin…A universal model for mobility and migration patterns (2012)A universal model for mobilit…Redrawing the Map of Great Britain from a Network of Human Interactions (2010)Redrawing the Map of Great Br…Trip distribution forecasting with multilayer perceptron neural networks: A critical evaluation (2000)Trip distribution forecasting…Estimating intercity human mobility flow from city attributes and intercity relations in physical space and cyberspace via graph attention network (2025)Estimating intercity human mo…Capturing spatial heterogeneity of population-level human mobility via a prior-guided graph neural network (2025)Capturing spatial heterogenei…Sustainability and Cities: Overcoming Automobile Dependence (1999)Detecting the dynamics of urban structure through spatial network analysis (2014)Built environmental correlates of older adults’ total physical activity and walking: a systematic review and meta-analysis (2017)15-Minute City: Decomposing the New Urban Planning Eutopia (2021)The scaling laws of human travel (2006)Growth, innovation, scaling, and the pace of life in cities (2007)Understanding individual human mobility patterns (2008)Modeling real-time human mobility based on mobile phone and transportation data fusion (2018)Urban Human Mobility (2019)Human behavior and the principle of least effort: An introduction to human ecology. By George Kingsley Zipf. Pp. xi, 573. Cambridge, Mass.: Addison-Wesley Press, 1949. (1950)Universal predictability of mobility patterns in cities (2014)Social sensing from street-level imagery: A case study in learning spatio-temporal urban mobility patterns (2019)Entropy in urban and regional modelling (2021)Limits of Predictability in Human Mobility (2010)Geo-located Twitter as proxy for global mobility patterns (2014)A survey of results on mobile phone datasets analysis (2015)Regional science and urban economics (1975)Environment and Planning b: Planning and Design (1998)Limits of Predictability in Commuting Flows in the Absence of Data for Calibration (2014)The statistical physics of cities (2019)The Spatial Economy: Cities, Regions, and International Trade (2000)Computational Social Science (2009)Discovering Urban Functional Zones Using Latent Activity Trajectories (2014)Uncovering Patterns of Inter-Urban Trip and Spatial Interaction from Social Media Check-In Data (2014)Revealing travel patterns and city structure with taxi trip data (2015)Power-Law Distributions in Empirical Data (2009)Power-law distributions in empirical data (2018)The scales of human mobility (2020)The universal visitation law of human mobility (2021)Friendship and mobility (2011)scikit-mobility : A Python Library for the Analysis, Generation, and Risk Assessment of Mobility Data (2022)A Theoretical Foundation for the Gravity Equation. (1979)The Gravity Equation in International Trade: Some Microeconomic Foundations and Empirical Evidence (1985)Measures of Spatial Accessibility to Health Care in a GIS Environment: Synthesis and a Case Study in the Chicago Region (2003)Data-driven generation of spatio-temporal routines in human mobility (2017)A deep inverse reinforcement learning approach to route choice modeling with context-dependent rewards (2023)Future directions in human mobility science (2023)Human-AI coevolution (2024)
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References

  • 2020The Geography of Transport Systems2,981 cited
  • 2012A universal model for mobility and migration patterns1,509 cited
  • 2018Human mobility: Models and applications1,032 cited
  • 2010Redrawing the Map of Great Britain from a Network of Human Interactions424 cited
  • 2023A survey on deep learning for human mobility282 cited
  • 2013Gravity versus radiation models: On the importance of scale and heterogeneity in commuting flows268 cited
  • 2021A Deep Gravity model for mobility flows generation267 cited
  • 2016Systematic comparison of trip distribution laws and models204 cited
  • 2014Predicting commuter flows in spatial networks using a radiation model based on temporal ranges177 cited
  • 2012A Universal Model of Commuting Networks128 cited
  • 2018A Machine Learning Approach to Modeling Human Migration122 cited
  • 2000Trip distribution forecasting with multilayer perceptron neural networks: A critical evaluation120 cited
  • 2019Reconstructing commuters network using machine learning and urban indicators81 cited
  • 2019Trip distribution modeling with Twitter data74 cited
  • 2017Estimating local commuting patterns from geolocated Twitter data62 cited

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  • 2017Inferring spatial interaction patterns from sequential snapshots of spatial distributions61 cited
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    • 2025Capturing spatial heterogeneity of population-level human mobility via a prior-guided graph neural network7 cited
    • 2025Estimating intercity human mobility flow from city attributes and intercity relations in physical space and cyberspace via graph attention network4 cited