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Transportation Mode Detection by Using Smartphones and Smartwatches with Machine Learning

16 references·5 citing·53 second hopsampled

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References

2018Applying a random forest method approach to model travel mode choice behavior491 cited
2017A comparative study of machine learning classifiers for modeling travel mode choice423 cited
2017Inferring transportation modes from GPS trajectories using a convolutional neural network404 cited
2015Travel mode detection based on GPS track data and Bayesian networks154 cited
2016New walking and cycling infrastructure and modal shift in the UK: A quasi-experimental panel study119 cited
2017Travel Mode Detection Using GPS Data and Socioeconomic Attributes Based on a Random Forest Classifier114 cited
2018Transport mode choice and body mass index: Cross-sectional and longitudinal evidence from a European-wide study86 cited
2016Comparison of advanced imputation algorithms for detection of transportation mode and activity episode using GPS data83 cited
2016Travel Mode Detection with Varying Smartphone Data Collection Frequencies77 cited
2015Mode Choice for School Trips54 cited
2016Making pervasive sensing possible: Effective travel mode sensing based on smartphones51 cited
2015Decision tree method for modeling travel mode switching in a dynamic behavioral process49 cited
2017A Novel Segment-Based Approach for Improving Classification Performance of Transport Mode Detection38 cited
2019Detecting travel modes from smartphone-based travel surveys with continuous hidden Markov models

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36 cited

2021Facing the needs for clean bicycle data – a bicycle-specific approach of GPS data processing34 cited

2020Smartphone Data Classification Technique for Detecting the Usage of Public or Private Transportation Modes33 cited

Cited by

2024Discrete Choice Models and Artificial Intelligence Techniques for Predicting the Determinants of Transport Mode Choice—A Systematic Review13 cited
2022Application of machine learning to predict transport modes from GPS, accelerometer, and heart rate data12 cited
2023Smartphone-Based CO2e Emission Estimation Using Transportation Mode Classification10 cited
2025Machine learning in travel mode choice studies: A systematic literature review of applications, methods, and challenges9 cited
2024Social norms and perceptions of Saudis on active transportation8 cited