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POI2Vec: Geographical Latent Representation for Predicting Future Visitors
4 references·16 citing·37 second hop
POI2Vec: Geographical Latent Representation for Predicting Future Visitors (2017)POI2Vec: Geographical Latent Representati…Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts (2016)Predicting the Next Location:…LORE (2014)LOREWhat's Your Next Move: User Activity Prediction in Location-based Social Networks (2013)What's Your Next Move: User A…Friendship and mobility (2011)Friendship and mobilityUnsupervised embedding of trajectories captures the latent structure of scientific migration (2023)Unsupervised embedding of tra…Predicting Human Mobility via Self-Supervised Disentanglement Learning (2023)Predicting Human Mobility via…GeoBERT: Pre-Training Geospatial Representation Learning on Point-of-Interest (2022)GeoBERT: Pre-Training Geospat…Self-supervised human mobility learning for next location prediction and trajectory classification (2021)Self-supervised human mobilit…Survey on user location prediction based on geo-social networking data (2020)Survey on user location predi…Modeling Spatial Trajectories With Attribute Representation Learning (2020)Modeling Spatial Trajectories…Linking OpenStreetMap with knowledge graphs — Link discovery for schema-agnostic volunteered geographic information (2020)Linking OpenStreetMap with kn…Context-aware Deep Model for Joint Mobility and Time Prediction (2020)Context-aware Deep Model for …Predicting Human Mobility via Variational Attention (2019)Predicting Human Mobility via…Place niche and its regional variability: Measuring spatial context patterns for points of interest with representation learning (2019)Place niche and its regional …Location2vec: A Situation-Aware Representation for Visual Exploration of Urban Locations (2019)Location2vec: A Situation-Awa…Distance2Pre: Personalized Spatial Preference for Next Point-of-Interest Prediction (2019)Distance2Pre: Personalized Sp…A regionalization method for clustering and partitioning based on trajectories from NLP perspective (2019)A regionalization method for …Trip2Vec: a deep embedding approach for clustering and profiling taxi trip purposes (2018)Trip2Vec: a deep embedding ap…Multi-Context Integrated Deep Neural Network Model for Next Location Prediction (2018)Multi-Context Integrated Deep…DeepMove: Learning Place Representations through Large Scale Movement Data (2018)DeepMove: Learning Place Repr…Understanding individual human mobility patterns (2008)Limits of Predictability in Human Mobility (2010)Spatiotemporal Sequential Influence Modeling for Location Recommendations (2015)A Neural Network Approach to Jointly Modeling Social Networks and Mobile Trajectories (2017)Location-Based Social Network Data Generation Based on Patterns of Life (2020)Birds of a Feather: Homophily in Social Networks (2001)Power-Law Distributions in Empirical Data (2009)Power-law distributions in empirical data (2018)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)GMove (2016)A Generative Model of Urban Activities from Cellular Data (2017)Deriving and validating trip purposes and travel modes for multi-day GPS-based travel surveys: A large-scale application in the Netherlands (2009)Mining smart card data for transit riders’ travel patterns (2013)Social media for large studies of behavior (2014)Reviewing trip purpose imputation in GPS-based travel surveys (2020)Toward travel pattern aware tourism region planning: a big data approach (2021)Trip Purposes Mining From Mobile Signaling Data (2021)Modeling User Activity Preference by Leveraging User Spatial Temporal Characteristics in LBSNs (2014)DeepMove (2018)Mobility Prediction Using a Weighted Markov Model Based on Mobile User Classification (2021)Activity Trajectory Generation via Modeling Spatiotemporal Dynamics (2022)Toward a Theory of Situation Awareness in Dynamic Systems (1995)Discovering regions of different functions in a city using human mobility and POIs (2012)Discovering Urban Functional Zones Using Latent Activity Trajectories (2014)Pareto-Optimal Transit Route Planning With Multi-Objective Monte-Carlo Tree Search (2020)A Computer Movie Simulating Urban Growth in the Detroit Region (1970)A Survey on Deep Learning for Human Mobility (2021)MobTCast: Leveraging Auxiliary Trajectory Forecasting for Human Mobility Prediction (2021)Tobler's First Law and Spatial Analysis (2004)Location Recommendation Based on Mobility Graph With Individual and Group Influences (2022)Where have you been: Dual spatiotemporal-aware user mobility modeling for missing check-in POI identification (2022)Learning to Simulate Human Mobility (2020)Location Prediction over Sparse User Mobility Traces Using RNNs: Flashback in Hidden States! (2020)Contrastive Pre-training with Adversarial Perturbations for Check-In Sequence Representation Learning (2023)A Universal Model for Human Mobility Prediction (2025)
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References

  • 2011Friendship and mobility2,912 cited
  • 2016Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts1,014 cited
  • 2014LORE254 cited
  • 2013What's Your Next Move: User Activity Prediction in Location-based Social Networks222 cited

Cited by

  • 2019Predicting Human Mobility via Variational Attention121 cited
  • 2020Context-aware Deep Model for Joint Mobility and Time Prediction78 cited
  • 2018Trip2Vec: a deep embedding approach for clustering and profiling taxi trip purposes66 cited
  • 2019Location2vec: A Situation-Aware Representation for Visual Exploration of Urban Locations50 cited
  • 2020Survey on user location prediction based on geo-social networking data50 cited
  • 2021Self-supervised human mobility learning for next location prediction and trajectory classification49 cited
  • 2018Multi-Context Integrated Deep Neural Network Model for Next Location Prediction42 cited
  • 2019Place niche and its regional variability: Measuring spatial context patterns for points of interest with representation learning39 cited
  • 2020Modeling Spatial Trajectories With Attribute Representation Learning37 cited
  • 2018DeepMove: Learning Place Representations through Large Scale Movement Data34 cited

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

  • 2022GeoBERT: Pre-Training Geospatial Representation Learning on Point-of-Interest32 cited
  • 2019Distance2Pre: Personalized Spatial Preference for Next Point-of-Interest Prediction30 cited
  • 2020Linking OpenStreetMap with knowledge graphs — Link discovery for schema-agnostic volunteered geographic information29 cited
  • 2019A regionalization method for clustering and partitioning based on trajectories from NLP perspective29 cited
  • 2023Unsupervised embedding of trajectories captures the latent structure of scientific migration27 cited
  • 2023Predicting Human Mobility via Self-Supervised Disentanglement Learning23 cited