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STLP-GSM: a method to predict future locations of individuals based on geotagged social media data
16 references·5 citing·39 second hop
STLP-GSM: a method to predict future locations of individuals based on geotagged social media data (2019)STLP-GSM: a method to predict future loca…The Livehoods Project: Utilizing Social Media to Understand the Dynamics of a City (2021)The Livehoods Project: Utiliz…Is the Sample Good Enough? Comparing Data from Twitter's Streaming API with Twitter's Firehose (2021)Is the Sample Good Enough? Co…Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts (2016)Predicting the Next Location:…Journal of Open Source Software (2016)Journal of Open Source Softwa…The Economics of Human Development and Social Mobility (2014)The Economics of Human Develo…Unravelling daily human mobility motifs (2013)Unravelling daily human mobil…Predicting future locations with hidden Markov models (2012)Predicting future locations w…Next place prediction using mobility Markov chains (2012)Next place prediction using m…Discovering regions of different functions in a city using human mobility and POIs (2012)Discovering regions of differ…Structure of Urban Movements: Polycentric Activity and Entangled Hierarchical Flows (2011)Structure of Urban Movements:…Friendship and mobility (2011)Friendship and mobilityTowards a Politics of Mobility (2010)Towards a Politics of MobilityLimits of Predictability in Human Mobility (2010)Limits of Predictability in H…A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning (2010)A Tutorial on Bayesian Optimi…Understanding individual human mobility patterns (2008)Understanding individual huma…Uncovering individual and collective human dynamics from mobile phone records (2008)Uncovering individual and col…Novel model for predicting individuals’ movements in dynamic regions of interest (2022)Novel model for predicting in…Fusing high-resolution multispectral image with trajectory for user next travel location prediction (2022)Fusing high-resolution multis…Detecting home countries of social media users with machine-learned ranking approach: A case study in Hong Kong (2021)Detecting home countries of s…Combining individual travel behaviour and collective preferences for next location prediction (2021)Combining individual travel b…Identifying Urban Traveling Hotspots Using an Interaction-Based Spatio-Temporal Data Field and Trajectory Data: A Case Study within the Sixth Ring Road of Beijing (2020)Identifying Urban Traveling H…Empirical study of topic modeling in Twitter (2010)Twitter use in election campaigns: A systematic literature review (2015)Social media analytics – Challenges in topic discovery, data collection, and data preparation (2017)A Survey on Bias and Fairness in Machine Learning (2021)The origin of bursts and heavy tails in human dynamics (2005)The scaling laws of human travel (2006)A universal model for mobility and migration patterns (2012)Reality mining: sensing complex social systems (2005)Modelling the scaling properties of human mobility (2010)The Structure of Scientific Revolutions (1963)A Thousand Plateaus: Capitalism and Schizophrenia (1989)The Logic of Practice (1990)Lifestyle Mobilities: The Crossroads of Travel, Leisure and Migration (2013)A plea for the ‘de-migranticization' of research on migration and integration (2016)The power of social media storytelling in destination branding (2017)Design and Analysis of Computer Experiments (1989)Advances in prospect theory: Cumulative representation of uncertainty (1992)The Adaptive Decision Maker (1994)Information-Theoretic Regret Bounds for Gaussian Process Optimization in the Bandit Setting (2012)A Tutorial on Bayesian Optimization (2018)Bayesian Optimization (2018)Mind in Society: The Development of Higher Psychological Processes (1978)Intrinsic Motivation and Self-Determination in Human Behavior (1985)Intrinsic and Extrinsic Motivations: Classic Definitions and New Directions (2000)Going to a Better School: Effects and Behavioral Responses (2013)Is universal child care leveling the playing field? (2014)The Formation of Prosociality: Causal Evidence on the Role of Social Environment (2016)Mobile Landscapes: Using Location Data from Cell Phones for Urban Analysis (2006)Development of origin–destination matrices using mobile phone call data (2014)A survey of results on mobile phone datasets analysis (2015)Birds of a Feather: Homophily in Social Networks (2001)Power-Law Distributions in Empirical Data (2009)Modeling User Activity Preference by Leveraging User Spatial Temporal Characteristics in LBSNs (2014)DeepMove (2018)Power-law distributions in empirical data (2018)Methodologies for Cross-Domain Data Fusion: An Overview (2015)Extracting urban functional regions from points of interest and human activities on location‐based social networks (2017)POI2Vec: Geographical Latent Representation for Predicting Future Visitors (2017)Location Prediction over Sparse User Mobility Traces Using RNNs: Flashback in Hidden States! (2020)
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References

  • 2008Understanding individual human mobility patterns6,071 cited
  • 2010Limits of Predictability in Human Mobility3,230 cited
  • 2011Friendship and mobility2,912 cited
  • 2010Towards a Politics of Mobility2,163 cited
  • 2010A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning2,053 cited
  • 2012Discovering regions of different functions in a city using human mobility and POIs1,136 cited
  • 2016Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts1,014 cited
  • 2014The Economics of Human Development and Social Mobility938 cited
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  • 2012Next place prediction using mobility Markov chains555 cited
  • 2011Structure of Urban Movements: Polycentric Activity and Entangled Hierarchical Flows

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457 cited
  • 2012Predicting future locations with hidden Markov models384 cited
  • Cited by

    • 2022Fusing high-resolution multispectral image with trajectory for user next travel location prediction12 cited
    • 2020Identifying Urban Traveling Hotspots Using an Interaction-Based Spatio-Temporal Data Field and Trajectory Data: A Case Study within the Sixth Ring Road of Beijing10 cited
    • 2021Combining individual travel behaviour and collective preferences for next location prediction10 cited
    • 2022Novel model for predicting individuals’ movements in dynamic regions of interest8 cited
    • 2021Detecting home countries of social media users with machine-learned ranking approach: A case study in Hong Kong5 cited