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Online travel mode detection method using automated machine learning and feature engineering

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References

2012Practical Bayesian Optimization of Machine Learning Algorithms6,690 cited
2017Inferring transportation modes from GPS trajectories using a convolutional neural network404 cited
2018Analyzing large-scale human mobility data: a survey of machine learning methods and applications167 cited
2015Travel mode detection based on GPS track data and Bayesian networks154 cited
2017Travel Mode Detection Using GPS Data and Socioeconomic Attributes Based on a Random Forest Classifier114 cited
2016Transportation mode detection – an in-depth review of applicability and reliability97 cited
2016Travel Mode Detection with Varying Smartphone Data Collection Frequencies77 cited
2017Who you are is how you travel: A framework for transportation mode detection using individual and environmental characteristics76 cited
2016Online Travel Mode Identification Using Smartphones With Battery Saving Considerations68 cited
2017Travel mode estimation for multi-modal journey planner60 cited
2016Developing and Validating a Statistical Model for Travel Mode Identification on Smartphones42 cited

Cited by

2020A Multi-Scale Attributes Attention Model for Transport Mode Identification23 cited
2022The Smartphone-Based Person Travel Survey System: Data Collection, Trip Extraction, and Travel Mode Detection17 cited

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2023

A Comprehensive Analysis of Clustering Public Utility Bus Passenger’s Behavior during the COVID-19 Pandemic: Utilization of Machine Learning with Metaheuristic Algorithm

8 cited