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Learning universal human mobility patterns with a foundation model for cross-domain data fusion
16 references·0 citing·41 second hop
Learning universal human mobility patterns with a foundation model for cross-domain data fusion (2025)Learning universal human mobility pattern…Multi-Agent Multimodal Transportation Simulation for Mega-cities: Application of Los Angeles (2024)Multi-Agent Multimodal Transp…Where Would I Go Next? Large Language Models as Human Mobility Predictors (2023)Where Would I Go Next? Large …A survey on deep learning for human mobility (2023)A survey on deep learning for…Learning to Simulate Human Mobility (2020)Learning to Simulate Human Mo…Reconstruction of human movement trajectories from large-scale low-frequency mobile phone data (2019)Reconstruction of human movem…HISTORIAE, History of Socio-Cultural Transformation as Linguistic Data Science. A Humanities Use Case (2019)HISTORIAE, History of Socio-C…Complete trajectory reconstruction from sparse mobile phone data (2019)Complete trajectory reconstru…Characterizing preferred motif choices and distance impacts (2019)Characterizing preferred moti…Origin–destination trips by purpose and time of day inferred from mobile phone data (2015)Origin–destination trips by p…Methodologies for Cross-Domain Data Fusion: An Overview (2015)Methodologies for Cross-Domai…National Household Travel Survey (2014)National Household Travel Sur…Unravelling daily human mobility motifs (2013)Unravelling daily human mobil…Spatiotemporal Patterns of Urban Human Mobility (2012)Spatiotemporal Patterns of Ur…An analysis of the factors influencing differences in survey-reported and GPS-recorded trips (2011)An analysis of the factors in…Understanding individual human mobility patterns (2008)Understanding individual huma…Assessing the accuracy of the Sydney Household Travel Survey with GPS (2007)Assessing the accuracy of the…Reality mining: sensing complex social systems (2005)Limits of Predictability in Human Mobility (2010)Returners and explorers dichotomy in human mobility (2015)The promises of big data and small data for travel behavior (aka human mobility) analysis (2016)Investigating Causal Relations by Econometric Models and Cross-spectral Methods (1969)Data fusion (2009)Discovering regions of different functions in a city using human mobility and POIs (2012)Prediction of crime occurrence from multi-modal data using deep learning (2017)Multi-source heterogeneous data fusion (2018)Research on user-generated photos in tourism and hospitality: A systematic review and way forward (2023)The origin of bursts and heavy tails in human dynamics (2005)The scaling laws of human travel (2006)A universal model for mobility and migration patterns (2012)Modelling the scaling properties of human mobility (2010)The path most traveled: Travel demand estimation using big data resources (2015)Activity-Based Human Mobility Patterns Inferred from Mobile Phone Data: A Case Study of Singapore (2016)Trip Rate Analysis in GPS-Enhanced Personal Travel Surveys (2003)Processing GPS data from travel surveys (2005)Applications of New Technologies in Travel Surveys (2006)Collecting, Managing, and Assessing Data Using Sample Surveys (2012)Does eco certification sell tourism services? Evidence from a quasi-experimental observation study in Iceland (2015)THE IMPACT OF COMMUTING TIME ON YOUTH'S SCHOOL PERFORMANCE (2016)WHAT ABOUT PEOPLE IN REGIONAL SCIENCE? (1970)The concept of accessibility: A search for an operational form (1971)Promoting Safe Walking and Cycling to Improve Public Health: Lessons From The Netherlands and Germany (2003)Protective Association Between Neighborhood Walkability and Depression in Older Men (2007)Human Settlements, Infrastructure, and Spatial Planning (2015)Reducing car dependence in the heart of Europe: lessons from Germany, Austria, and Switzerland (2016)Understanding mobility based on GPS data (2008)Activity Trajectory Generation via Modeling Spatiotemporal Dynamics (2022)Future directions in human mobility science (2023)Using human mobility data to quantify experienced urban inequalities (2025)Friendship and mobility (2011)scikit-mobility : A Python Library for the Analysis, Generation, and Risk Assessment of Mobility Data (2022)Human-AI coevolution (2024)A review of urban computing for mobile phone traces (2013)Delineating urban functional areas with building-level social media data: A dynamic time warping (DTW) distance based k-medoids method (2016)The TimeGeo modeling framework for urban mobility without travel surveys (2016)LEGAL-BERT: The Muppets straight out of Law School (2020)On the Opportunities and Risks of Foundation Models (2021)ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope (2023)
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References

  • 2019HISTORIAE, History of Socio-Cultural Transformation as Linguistic Data Science. A Humanities Use Case16,511 cited
  • 2008Understanding individual human mobility patterns6,071 cited
  • 2015Origin–destination trips by purpose and time of day inferred from mobile phone data637 cited
  • 2013Unravelling daily human mobility motifs584 cited
  • 2014National Household Travel Survey479 cited
  • 2015Methodologies for Cross-Domain Data Fusion: An Overview454 cited
  • 2007Assessing the accuracy of the Sydney Household Travel Survey with GPS289 cited
  • 2012Spatiotemporal Patterns of Urban Human Mobility282 cited
  • 2023A survey on deep learning for human mobility282 cited
  • 2020Learning to Simulate Human Mobility159 cited
  • 2011An analysis of the factors influencing differences in survey-reported and GPS-recorded trips106 cited
  • 2019Reconstruction of human movement trajectories from large-scale low-frequency mobile phone data90 cited
  • 2019Complete trajectory reconstruction from sparse mobile phone data70 cited
  • 2019Characterizing preferred motif choices and distance impacts33 cited
  • 2023Where Would I Go Next? Large Language Models as Human Mobility Predictors

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23 cited
  • 2024Multi-Agent Multimodal Transportation Simulation for Mega-cities: Application of Los Angeles15 cited
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