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Physics-Informed Spatio-Temporal Model for Human Mobility Prediction
8 references·1 citing·31 second hop
Physics-Informed Spatio-Temporal Model for Human Mobility Prediction (2024)Physics-Informed Spatio-Temporal Model fo…A survey on deep learning for human mobility (2023)A survey on deep learning for…Spatial–Temporal Urban Mobility Pattern Analysis During COVID-19 Pandemic (2022)Spatial–Temporal Urban Mobili…Policy and newly confirmed cases universally shape the human mobility during COVID-19 (2022)Policy and newly confirmed ca…A Deep Gravity model for mobility flows generation (2021)A Deep Gravity model for mobi…Understanding the Impact of the COVID-19 Pandemic on Transportation-related Behaviors with Human Mobility Data (2020)Understanding the Impact of t…Field theory for recurrent mobility (2019)Field theory for recurrent mo…Human mobility: Models and applications (2018)Human mobility: Models and ap…The P 1 P 2 D Hypothesis: On the Intercity Movement of Persons (1946)The P 1 P 2 D Hypothesis: On …HMP-LLM: Human Mobility Prediction Based on Pre-trained Large Language Models (2024)HMP-LLM: Human Mobility Predi…Understanding individual human mobility patterns (2008)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)The Laws of Migration (1885)A Theoretical Foundation for the Gravity Equation. (1979)Migrant mobility flows characterized with digital data (2020)Disparate patterns of movements and visits to points of interest located in urban hotspots across US metropolitan cities during COVID-19 (2021)Unravelling the spatial directionality of urban mobility (2024)Growth, innovation, scaling, and the pace of life in cities (2007)Limits of Predictability in Human Mobility (2010)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)Friendship and mobility (2011)scikit-mobility : A Python Library for the Analysis, Generation, and Risk Assessment of Mobility Data (2022)Economic and social consequences of human mobility restrictions under COVID-19 (2020)Fear, lockdown, and diversion: Comparing drivers of pandemic economic decline 2020 (2020)The Economic Impacts of COVID-19: Evidence from a New Public Database Built Using Private Sector Data (2020)Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts (2016)Where Would I Go Next? Large Language Models as Human Mobility Predictors (2023)Push-Pull Migration Laws (1983)Global labor flow network reveals the hierarchical organization and dynamics of geo-industrial clusters (2019)Social physics (2022)Impact of COVID-19 on Urban Mobility during Post-Epidemic Period in Megacities: From the Perspectives of Taxi Travel and Social Vitality (2020)Insight into the Impact of COVID-19 on Australian Transportation Sector: An Economic and Community-Based Perspective (2021)Quantifying the impact of COVID-19 on non-motorized transportation: A Bayesian structural time series model (2021)Exploring Intercity Mobility in Urban Agglomeration: Evidence from Private Car Trajectory Data (2023)AGC-ODE: Adaptive Graph Controlled Neural ODE for Human Mobility Prediction (2024)Toward Interactive Next Location Prediction Driven by Large Language Models (2025)
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References

  • 1946The P 1 P 2 D Hypothesis: On the Intercity Movement of Persons1,033 cited
  • 2018Human mobility: Models and applications1,032 cited
  • 2023A survey on deep learning for human mobility282 cited
  • 2021A Deep Gravity model for mobility flows generation267 cited
  • 2020Understanding the Impact of the COVID-19 Pandemic on Transportation-related Behaviors with Human Mobility Data109 cited
  • 2019Field theory for recurrent mobility96 cited
  • 2022Spatial–Temporal Urban Mobility Pattern Analysis During COVID-19 Pandemic20 cited
  • 2022Policy and newly confirmed cases universally shape the human mobility during COVID-199 cited

Cited by

  • 2024HMP-LLM: Human Mobility Prediction Based on Pre-trained Large Language Models5 cited

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