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Cross-city-aware Spatiotemporal BERT
5 references·0 citing·21 second hop
Cross-city-aware Spatiotemporal BERT (2024)Cross-city-aware Spatiotemporal BERTYJMob100K: City-scale and longitudinal dataset of anonymized human mobility trajectories (2024)YJMob100K: City-scale and lon…Human Mobility Prediction Challenge: Next Location Prediction using Spatiotemporal BERT (2023)Human Mobility Prediction Cha…How do you go where? (2022)How do you go where?Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts (2016)Predicting the Next Location:…Learning significant locations and predicting user movement with GPS (2003)Learning significant location…Elimination of the Travel Diary: Experiment to Derive Trip Purpose from Global Positioning System Travel Data (2001)The Museum Wearable: real-time sensor-driven understanding of visitors' interests for personalized visually-augmented museum experiences (2002)Discovering personally meaningful places (2007)Analysis of human mobility patterns from GPS trajectories and contextual information (2015)A survey on deep learning for human mobility (2023)Friendship and mobility (2011)POI2Vec: Geographical Latent Representation for Predicting Future Visitors (2017)DeepMove (2018)Location Prediction over Sparse User Mobility Traces Using RNNs: Flashback in Hidden States! (2020)Limits of Predictability in Human Mobility (2010)Modelling the scaling properties of human mobility (2010)Towards a Trajectory-powered Foundation Model of Mobility (2024)A multi-task Transformer with mixture-of-experts for personalized periodic predictions of individual travel behavior in multimodal public transport (2025)Context-aware inverse reinforcement learning for modeling individuals’ daily activity schedules (2025)Mobile Landscapes: Using Location Data from Cell Phones for Urban Analysis (2006)Understanding individual human mobility patterns (2008)A survey of results on mobile phone datasets analysis (2015)GeoFormer: Predicting Human Mobility using Generative Pre-trained Transformer (GPT) (2023)Enhancing human mobility research with open and standardized datasets (2024)Instruction-Tuning Llama-3-8B Excels in City-Scale Mobility Prediction (2024)Time-series Stay Frequency for Multi-City Next Location Prediction using Multiple BERTs (2024)
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References

  • 2016Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts1,014 cited
  • 2003Learning significant locations and predicting user movement with GPS334 cited
  • 2024YJMob100K: City-scale and longitudinal dataset of anonymized human mobility trajectories68 cited
  • 2023Human Mobility Prediction Challenge: Next Location Prediction using Spatiotemporal BERT22 cited
  • 2022How do you go where?20 cited

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