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Extracting activity patterns from taxi trajectory data: a two-layer framework using spatio-temporal clustering, Bayesian probability and Monte Carlo simulation

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References

2003Using GPS to learn significant locations and predict movement across multiple users1,060 cited
2015Inferring trip purposes and uncovering travel patterns from taxi trajectory data254 cited
2011Intra-urban human mobility patterns: An urban morphology perspective239 cited
2014Intra-Urban Human Mobility and Activity Transition: Evidence from Social Media Check-In Data216 cited
2009Mining time-dependent attractive areas and movement patterns from taxi trajectory data122 cited
2017To purchase or not? Why consumers make economically (non-)sustainable consumption choices100 cited
2011Exploratory calibration of a spatial interaction model using taxi GPS trajectories92 cited
2010Activity identification from GPS trajectories using spatial temporal POIs' attractiveness81 cited
2017Point-of-Interest Demand Modeling with Human Mobility Patterns78 cited
2017Human Mobility Synchronization and Trip Purpose Detection with Mixture of Hawkes Processes69 cited
2013Studying commuting behaviours using collaborative visual analytics60 cited

Cited by

2020Geographical and temporal huff model calibration using taxi trajectory data17 cited
2023Agent-based modelling with geographically weighted calibration for intra-urban activities simulation using taxi GPS trajectories15 cited
2022

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Investigating Human Travel Patterns from an Activity Semantic Flow Perspective: A Case Study within the Fifth Ring Road in Beijing Using Taxi Trajectory Data

15 cited

2022Enhancing the POI data for trip purpose inference using machine learning techniques9 cited

2024Advancing human mobility modeling: a novel path flow approach to mining traffic congestion dynamics8 cited

2024The Association between Rainfall and Taxi Travel Activities: A Case Study from Wuhan, China7 cited

2021Inferring the purposes of taxi trips using GPS and POI data considering the destination context6 cited

2021Beyond expected regularity of aggregate urban mobility: A case study of ridesourcing service5 cited

2024A two-layer graph-convolutional network for spatial interaction imputation from hierarchical functional regions4 cited