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Unsupervised Deep Learning for GPS-Based Transportation Mode Identification

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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
2011Transportation mode detection using mobile phones and GIS information451 cited
2019Semi-Supervised Deep Learning Approach for Transportation Mode Identification Using GPS Trajectory Data156 cited
2015Travel mode detection based on GPS track data and Bayesian networks154 cited
2016Transportation mode detection – an in-depth review of applicability and reliability97 cited

Cited by

2022A Deep Semi-Supervised Machine Learning Algorithm for Detecting Transportation Modes Based on Gps Tracking Data20 cited
2022Cluster Analysis of Day-to-Day Traffic Data in Networks19 cited
2021Improving Transportation Mode Identification with Limited GPS Trajectories15 cited
2024A deep learning approach for transportation mode identification using a transformation of GPS trajectory data features into an image representation13 cited
2023Evaluating geospatial context information for travel mode detection11 cited
2022Inferencing transportation mode using unsupervised deep learning approach exploiting GPS point-level characteristics9 cited
2021Transportation Mode Detection from GPS data: A Data Science Benchmark study9 cited
2024

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Generalizable Journey Mode Detection Using Unsupervised Representation Learning

7 cited