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Predicting Human Mobility via Self-Supervised Disentanglement Learning
12 references·1 citing·26 second hop
Predicting Human Mobility via Self-Supervised Disentanglement Learning (2023)Predicting Human Mobility via Self-Superv…Contextual spatio-temporal graph representation learning for reinforced human mobility mining (2022)Contextual spatio-temporal gr…Self-supervised human mobility learning for next location prediction and trajectory classification (2021)Self-supervised human mobilit…MobTCast: Leveraging Auxiliary Trajectory Forecasting for Human Mobility Prediction (2021)MobTCast: Leveraging Auxiliar…User Identity Linkage via Co-Attentive Neural Network From Heterogeneous Mobility Data (2020)User Identity Linkage via Co-…Location Prediction over Sparse User Mobility Traces Using RNNs: Flashback in Hidden States! (2020)Location Prediction over Spar…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…DeepMove (2018)DeepMovePOI2Vec: Geographical Latent Representation for Predicting Future Visitors (2017)POI2Vec: Geographical Latent …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…Predicting future locations with hidden Markov models (2012)Predicting future locations w…Mobility Prediction via Rule-enhanced Knowledge Graph (2024)Mobility Prediction via Rule-…Understanding individual human mobility patterns (2008)Understanding mobility based on GPS data (2008)Next place prediction using mobility Markov chains (2012)Big Data Driven Hidden Markov Model Based Individual Mobility Prediction at Points of Interest (2016)GMove (2016)Friendship and mobility (2011)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)Revisiting User Mobility and Social Relationships in LBSNs: A Hypergraph Embedding Approach (2019)Exploring Millions of Footprints in Location Sharing Services (2021)A survey on deep learning for human mobility (2023)LORE (2014)Trip2Vec: a deep embedding approach for clustering and profiling taxi trip purposes (2018)Limits of Predictability in Human Mobility (2010)Learning to Simulate Human Mobility (2020)A Computer Movie Simulating Urban Growth in the Detroit Region (1970)A Survey on Deep Learning for Human Mobility (2021)Understanding individual human mobility patterns (2009)Mobility Prediction Using a Weighted Markov Model Based on Mobile User Classification (2021)Activity Trajectory Generation via Modeling Spatiotemporal Dynamics (2022)Contrastive Pre-training with Adversarial Perturbations for Check-In Sequence Representation Learning (2023)Testing feasibility of using a hidden Markov model on predicting human mobility based on GPS tracking data (2024)A Universal Model for Human Mobility Prediction (2025)A Multi-Context Aware Human Mobility Prediction Model Based on Motif-Preserving Travel Preference Learning (2023)Context-aware multi-head self-attentional neural network model for next location prediction (2023)Large Language Models are Zero-Shot Next Location Predictors (2025)
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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
  • 2012Predicting future locations with hidden Markov models384 cited
  • 2017POI2Vec: Geographical Latent Representation for Predicting Future Visitors224 cited
  • 2020Location Prediction over Sparse User Mobility Traces Using RNNs: Flashback in Hidden States!197 cited
  • 2019Predicting Human Mobility via Variational Attention121 cited
  • 2020Context-aware Deep Model for Joint Mobility and Time Prediction78 cited
  • 2021Self-supervised human mobility learning for next location prediction and trajectory classification49 cited
  • 2021MobTCast: Leveraging Auxiliary Trajectory Forecasting for Human Mobility Prediction46 cited
  • 2020User Identity Linkage via Co-Attentive Neural Network From Heterogeneous Mobility Data29 cited
  • 2022Contextual spatio-temporal graph representation learning for reinforced human mobility mining25 cited

Cited by

  • 2024Mobility Prediction via Rule-enhanced Knowledge Graph5 cited

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