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Generative Models for Synthetic Urban Mobility Data: A Systematic Literature Review
16 references·4 citing·39 second hop
Generative Models for Synthetic Urban Mobility Data: A Systematic Literature Review (2023)Generative Models for Synthetic Urban Mob…A survey on deep learning for human mobility (2023)A survey on deep learning for…The journal coverage of Web of Science, Scopus and Dimensions: A comparative analysis (2021)The journal coverage of Web o…Mapping county-level mobility pattern changes in the United States in response to COVID-19 (2020)Mapping county-level mobility…Learning to Simulate Human Mobility (2020)Learning to Simulate Human Mo…Google Scholar, Microsoft Academic, Scopus, Dimensions, Web of Science, and OpenCitations’ COCI: a multidisciplinary comparison of coverage via citations (2020)Google Scholar, Microsoft Aca…Google Scholar, Microsoft Academic, Scopus, Dimensions, Web of Science, and OpenCitations’ COCI: a multidisciplinary comparison of coverage via citations (2020)Google Scholar, Microsoft Aca…Data-driven generation of spatio-temporal routines in human mobility (2017)Data-driven generation of spa…Modeling User Activity Preference by Leveraging User Spatial Temporal Characteristics in LBSNs (2014)Modeling User Activity Prefer…Fine-grained preference-aware location search leveraging crowdsourced digital footprints from LBSNs (2013)Fine-grained preference-aware…Human mobility modeling at metropolitan scales (2012)Human mobility modeling at me…Smart card data use in public transit: A literature review (2011)Smart card data use in public…Location-Based Social Networks: Users (2011)Location-Based Social Network…Friendship and mobility (2011)Friendship and mobilityTowards rich mobile phone datasets: Lausanne data collection campaign (2010)Towards rich mobile phone dat…Modelling the scaling properties of human mobility (2010)Modelling the scaling propert…CRAWDAD dataset epfl/mobility (v. 2009-02-24) (2009)CRAWDAD dataset epfl/mobility…MobilityGPT: Enhanced Human Mobility Modeling With a GPT Model (2025)MobilityGPT: Enhanced Human M…From biases to opportunities: leveraging Location-Based-Service (LBS) data for next-generation transportation planning (2025)From biases to opportunities:…Model of Sustainable Household Mobility in Multi-Modal Transportation Networks (2024)Model of Sustainable Househol…Learning Daily Human Mobility with a Transformer-Based Model (2024)Learning Daily Human Mobility…Property, Privacy, and Personal Data (2004)Estimation of a disaggregate multimodal public transport Origin–Destination matrix from passive smartcard data from Santiago, Chile (2012)Mining smart card data for transit riders’ travel patterns (2013)The promises of big data and small data for travel behavior (aka human mobility) analysis (2016)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)Birds of a Feather: Homophily in Social Networks (2001)Power-Law Distributions in Empirical Data (2009)Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts (2016)DeepMove (2018)Power-law distributions in empirical data (2018)The scaling laws of human travel (2006)Understanding individual human mobility patterns (2008)Limits of Predictability in Human Mobility (2010)A survey of results on mobile phone datasets analysis (2015)Origin–destination trips by purpose and time of day inferred from mobile phone data (2015)Human mobility: Models and applications (2018)A Tale of Many Cities: Universal Patterns in Human Urban Mobility (2012)Data from mobile phone operators: A tool for smarter cities? (2014)Mobility Modeling and Prediction in Bike-Sharing Systems (2016)Spatio-Temporal Analysis of Passenger Travel Patterns in Massive Smart Card Data (2017)Google Scholar, Web of Science, and Scopus: A systematic comparison of citations in 252 subject categories (2018)Which academic search systems are suitable for systematic reviews or meta‐analyses? Evaluating retrieval qualities of Google Scholar, PubMed, and 26 other resources (2019)Scopus as a curated, high-quality bibliometric data source for academic research in quantitative science studies (2020)Large-scale comparison of bibliographic data sources: Scopus, Web of Science, Dimensions, Crossref, and Microsoft Academic (2021)Citationchaser: A tool for transparent and efficient forward and backward citation chasing in systematic searching (2022)Exploratory Bibliometrics: Using VOSviewer as a Preliminary Research Tool (2023)Comparison of PubMed, Scopus, Web of Science, and Google Scholar: strengths and weaknesses (2007)The journal coverage of Web of Science and Scopus: a comparative analysis (2015)Fuzzy-set qualitative comparative analysis (fsQCA) in business and management research: A contemporary overview (2022)Guidelines for Bibliometric‐Systematic Literature Reviews: 10 steps to combine analysis, synthesis and theory development (2024)NextPlace: A Spatio-temporal Prediction Framework for Pervasive Systems (2011)Interdependence and predictability of human mobility and social interactions (2013)A comparative analysis of intra-city human mobility by taxi (2014)scikit-mobility : A Python Library for the Analysis, Generation, and Risk Assessment of Mobility Data (2022)Future directions in human mobility science (2023)Human-AI coevolution (2024)
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References

  • 2011Friendship and mobility2,912 cited
  • 2021The journal coverage of Web of Science, Scopus and Dimensions: A comparative analysis2,085 cited
  • 2010Modelling the scaling properties of human mobility1,286 cited
  • 2020Google Scholar, Microsoft Academic, Scopus, Dimensions, Web of Science, and OpenCitations’ COCI: a multidisciplinary comparison of coverage via citations1,016 cited
  • 2011Smart card data use in public transit: A literature review930 cited
  • 2020Google Scholar, Microsoft Academic, Scopus, Dimensions, Web of Science, and OpenCitations’ COCI: a multidisciplinary comparison of coverage via citations916 cited
  • 2014Modeling User Activity Preference by Leveraging User Spatial Temporal Characteristics in LBSNs857 cited
  • 2009CRAWDAD dataset epfl/mobility (v. 2009-02-24)344 cited
  • 2012Human mobility modeling at metropolitan scales295 cited
  • 2023A survey on deep learning for human mobility282 cited
  • 2010Towards rich mobile phone datasets: Lausanne data collection campaign278 cited
  • 2011Location-Based Social Networks: Users187 cited
  • 2020Learning to Simulate Human Mobility159 cited
  • 2017Data-driven generation of spatio-temporal routines in human mobility132 cited
  • 2020Mapping county-level mobility pattern changes in the United States in response to COVID-19

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108 cited
  • 2013Fine-grained preference-aware location search leveraging crowdsourced digital footprints from LBSNs100 cited
  • Cited by

    • 2025MobilityGPT: Enhanced Human Mobility Modeling With a GPT Model16 cited
    • 2024Learning Daily Human Mobility with a Transformer-Based Model14 cited
    • 2025From biases to opportunities: leveraging Location-Based-Service (LBS) data for next-generation transportation planning10 cited
    • 2024Model of Sustainable Household Mobility in Multi-Modal Transportation Networks4 cited