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Identifying Transportation Modes from Raw GPS Data

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References

2008Understanding mobility based on GPS data1,131 cited
2008Learning transportation mode from raw gps data for geographic applications on the web616 cited
2009Deriving and validating trip purposes and travel modes for multi-day GPS-based travel surveys: A large-scale application in the Netherlands501 cited
2011Transportation mode detection using mobile phones and GIS information451 cited
2009Processing Raw Data from Global Positioning Systems without Additional Information326 cited
2007Search for a global positioning system device to measure person travel246 cited
2012Inferring hybrid transportation modes from sparse GPS data using a moving window SVM classification191 cited
2012Transportation mode-based segmentation and classification of movement trajectories165 cited
2014Urban sensing: Using smartphones for transportation mode classification139 cited
2007Evaluating the Potential To Predict Activity Types from GPS and GIS Data46 cited

Cited by

2018Automatic physical activity and in‐vehicle status classification based on GPS and accelerometer data: A hierarchical classification approach using machine learning techniques30 cited
2020Transportation Mode Recognition With Deep Forest Based on GPS Data29 cited
2024Intelligent Transportation Activity Recognition Using Deep Belief Network28 cited

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2021

Transport behavior-mining from smartphones: a review

22 cited

2023A novel one-stage approach for pointwise transportation mode identification inspired by point cloud processing22 cited

2022Transportation Mode Detection by Using Smartphones and Smartwatches with Machine Learning18 cited

2017An Enhanced Transportation Mode Detection Method Based on GPS Data13 cited

2022Machine learning for activity pattern detection12 cited

2017How bad is selfish routing in practice?12 cited

2022GeoSDVA: A Semi-Supervised Dirichlet Variational Autoencoder Model for Transportation Mode Identification9 cited

2020Bus-Car Mode Identification: Traffic Condition–Based Random-Forests Method9 cited

2020Travel Mode Recognition from GPS Data Based on LSTM7 cited

2022Transition State Matrices Approach for Trajectory Segmentation Based on Transport Mode Change Criteria6 cited

2022Routing Games in the Wild: Efficiency, Equilibration, Regret, and a Price of Anarchy Bound via Long Division5 cited

2019Mining User Behaviour from Smartphone data: a literature review5 cited

2024Toward low-burden travel survey: Identifying travel modes from GPS tracks fusing individual histories and enumerated annotations4 cited