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Activity Trajectory Generation via Modeling Spatiotemporal Dynamics
13 references·11 citing·31 second hop
Activity Trajectory Generation via Modeling Spatiotemporal Dynamics (2022)Activity Trajectory Generation via Modeli…Exploiting Semantic Annotations for Clustering Geographic Areas and Users in Location-based Social Networks (2021)Exploiting Semantic Annotatio…An Empirical Study of Geographic User Activity Patterns in Foursquare (2021)An Empirical Study of Geograp…Learning to Simulate Human Mobility (2020)Learning to Simulate Human Mo…Revisiting User Mobility and Social Relationships in LBSNs: A Hypergraph Embedding Approach (2019)Revisiting User Mobility and …Predicting Human Mobility via Variational Attention (2019)Predicting Human Mobility via…DeepMove (2018)DeepMoveA Generative Model of Urban Activities from Cellular Data (2017)A Generative Model of Urban A…The TimeGeo modeling framework for urban mobility without travel surveys (2016)The TimeGeo modeling framewor…Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts (2016)Predicting the Next Location:…Modeling User Activity Preference by Leveraging User Spatial Temporal Characteristics in LBSNs (2014)Modeling User Activity Prefer…What's Your Next Move: User Activity Prediction in Location-based Social Networks (2013)What's Your Next Move: User A…Mining User Mobility Features for Next Place Prediction in Location-Based Services (2012)Mining User Mobility Features…Exploring trajectory-driven local geographic topics in foursquare (2012)Exploring trajectory-driven l…Noise Matters: Diffusion Model-based Urban Mobility Generation with Collaborative Noise Priors (2025)Noise Matters: Diffusion Mode…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…A Universal Model for Human Mobility Prediction (2025)A Universal Model for Human M…Spatiotemporal-Augmented Graph Neural Networks for Human Mobility Simulation (2024)Spatiotemporal-Augmented Grap…Daily activity-travel pattern identification using natural language processing and semantic matching (2024)Daily activity-travel pattern…COLA: Cross-city Mobility Transformer for Human Trajectory Simulation (2024)COLA: Cross-city Mobility Tra…An Interdisciplinary Survey on Origin-destination Flows Modeling: Theory and Techniques (2024)An Interdisciplinary Survey o…Activity-Aware Human Mobility Prediction With Hierarchical Graph Attention Recurrent Network (2024)Activity-Aware Human Mobility…Practical Synthetic Human Trajectories Generation Based on Variational Point Processes (2023)Practical Synthetic Human Tra…Learning to Simulate Daily Activities via Modeling Dynamic Human Needs (2023)Learning to Simulate Daily Ac…Act2Loc: a synthetic trajectory generation method by combining machine learning and mechanistic models (2023)Act2Loc: a synthetic trajecto…Power-Law Distributions in Empirical Data (2009)Friendship and mobility (2011)SoCoMo marketing for travel and tourism: Empowering co-creation of value (2015)A Survey of Location Prediction on Twitter (2018)Power-law distributions in empirical data (2018)Discovering regions of different functions in a city using human mobility and POIs (2012)Participatory Cultural Mapping Based on Collective Behavior Data in Location-Based Social Networks (2016)Exploring Millions of Footprints in Location Sharing Services (2021)A survey on deep learning for human mobility (2023)Predestination: Inferring Destinations from Partial Trajectories (2006)Find me if you can (2010)Prediction of human emergency behavior and their mobility following large-scale disaster (2014)POI2Vec: Geographical Latent Representation for Predicting Future Visitors (2017)Citizens as sensors: the world of volunteered geography (2007)Understanding individual human mobility patterns (2008)Limits of Predictability in Human Mobility (2010)Human mobility and socioeconomic status: Analysis of Singapore and Boston (2018)Urban mobility and neighborhood isolation in America’s 50 largest cities (2018)A New Status Index Derived from Sociometric Analysis (1953)Context-aware Deep Model for Joint Mobility and Time Prediction (2020)Reality mining: sensing complex social systems (2005)Inferring friendship network structure by using mobile phone data (2009)Exploring temporal effects for location recommendation on location-based social networks (2013)Measuring spatial accessibility to healthcare for populations with multiple transportation modes (2013)Social Media data: Challenges, opportunities and limitations in urban studies (2018)Exploration of spatiotemporal and semantic clusters of Twitter data using unsupervised neural networks (2015)Twitter as an indicator for whereabouts of people? Correlating Twitter with UK census data (2015)Regions, Periods, Activities (2017)Location Prediction over Sparse User Mobility Traces Using RNNs: Flashback in Hidden States! (2020)Transport modelling in the age of big data (2017)Rethinking Behaviors and Activities of Base Stations in Mobile Cellular Networks Based on Big Data Analysis (2020)
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References

  • 2016Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts1,014 cited
  • 2014Modeling User Activity Preference by Leveraging User Spatial Temporal Characteristics in LBSNs857 cited
  • 2018DeepMove714 cited
  • 2021An Empirical Study of Geographic User Activity Patterns in Foursquare490 cited
  • 2012Mining User Mobility Features for Next Place Prediction in Location-Based Services336 cited
  • 2019Revisiting User Mobility and Social Relationships in LBSNs: A Hypergraph Embedding Approach313 cited
  • 2016The TimeGeo modeling framework for urban mobility without travel surveys295 cited
  • 2013What's Your Next Move: User Activity Prediction in Location-based Social Networks222 cited
  • 2017A Generative Model of Urban Activities from Cellular Data185 cited
  • 2021Exploiting Semantic Annotations for Clustering Geographic Areas and Users in Location-based Social Networks177 cited
  • 2020Learning to Simulate Human Mobility159 cited
  • 2019Predicting Human Mobility via Variational Attention121 cited
  • 2012Exploring trajectory-driven local geographic topics in foursquare81 cited

Cited by

  • 2023Practical Synthetic Human Trajectories Generation Based on Variational Point Processes57 cited

Only edges whose both ends are imported exist here. Widen the year window, or show the whole map. Back to the work

  • 2024An Interdisciplinary Survey on Origin-destination Flows Modeling: Theory and Techniques55 cited
  • 2023Learning to Simulate Daily Activities via Modeling Dynamic Human Needs31 cited
  • 2023Act2Loc: a synthetic trajectory generation method by combining machine learning and mechanistic models21 cited
  • 2024Spatiotemporal-Augmented Graph Neural Networks for Human Mobility Simulation17 cited
  • 2024COLA: Cross-city Mobility Transformer for Human Trajectory Simulation15 cited
  • 2024Activity-Aware Human Mobility Prediction With Hierarchical Graph Attention Recurrent Network14 cited
  • 2025A Universal Model for Human Mobility Prediction13 cited
  • 2025Collaborative generative adversarial networks for fusing household travel survey and smart card data to generate heterogeneous activity schedules in urban digital twins11 cited
  • 2024Daily activity-travel pattern identification using natural language processing and semantic matching5 cited
  • 2025Noise Matters: Diffusion Model-based Urban Mobility Generation with Collaborative Noise Priors5 cited