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[HTML][HTML] How machine learning informs ride-hailing services: A survey
In recent years, online ride-hailing services have emerged as an important component of
urban transportation system, which not only provide significant ease for residents' travel …
urban transportation system, which not only provide significant ease for residents' travel …
Machine learning applications in activity-travel behaviour research: a review
This paper reviews the activity-travel behaviour literature that employs Machine Learning
(ML) techniques for empirical analysis and modelling. Machine Learning algorithms, which …
(ML) techniques for empirical analysis and modelling. Machine Learning algorithms, which …
Inferring transportation modes from GPS trajectories using a convolutional neural network
Identifying the distribution of users' transportation modes is an essential part of travel
demand analysis and transportation planning. With the advent of ubiquitous GPS-enabled …
demand analysis and transportation planning. With the advent of ubiquitous GPS-enabled …
Multi-scale urban passenger transportation CO2 emission calculation platform for smart mobility management
Passenger transportation is one of the primary sources of urban carbon emissions. Travel
data acquisition and appropriate emission inventory availability make estimating high …
data acquisition and appropriate emission inventory availability make estimating high …
Exploring a large-scale multi-modal transportation recommendation system
The emergence of navigation applications with multi-modal trip planning services has
brought about the demand for the multi-modal transportation recommendation systems. In …
brought about the demand for the multi-modal transportation recommendation systems. In …
Semi-supervised deep learning approach for transportation mode identification using GPS trajectory data
Identification of travelers' transportation modes is a fundamental step for various problems
that arise in the domain of transportation such as travel demand analysis, transport planning …
that arise in the domain of transportation such as travel demand analysis, transport planning …
Trajectory-as-a-sequence: A novel travel mode identification framework
Identifying travel modes from GPS tracks, as an essential technique to understand the travel
behavior of a population, has received widespread interest over the past decade. While …
behavior of a population, has received widespread interest over the past decade. While …
A novel one-stage approach for pointwise transportation mode identification inspired by point cloud processing
Transportation mode identification is fundamental for transportation planning and
management. With the popularization of ubiquitous GPS-enabled devices, leveraging …
management. With the popularization of ubiquitous GPS-enabled devices, leveraging …
Semi-supervised deep ensemble learning for travel mode identification
JQ James - Transportation Research Part C: Emerging …, 2020 - Elsevier
Travel mode identification is among the key problems in transportation research. With the
gradual and rapid adoption of GPS-enabled smart devices in modern society, this task …
gradual and rapid adoption of GPS-enabled smart devices in modern society, this task …
[HTML][HTML] A review of GPS trajectories classification based on transportation mode
GPS trajectories generated by moving objects provide researchers with an excellent
resource for revealing patterns of human activities. Relevant research based on GPS …
resource for revealing patterns of human activities. Relevant research based on GPS …