[HTML][HTML] A survey of traffic prediction: from spatio-temporal data to intelligent transportation
Intelligent transportation (eg, intelligent traffic light) makes our travel more convenient and
efficient. With the development of mobile Internet and position technologies, it is reasonable …
efficient. With the development of mobile Internet and position technologies, it is reasonable …
A survey of methods for time series change point detection
S Aminikhanghahi, DJ Cook - Knowledge and information systems, 2017 - Springer
Change points are abrupt variations in time series data. Such abrupt changes may represent
transitions that occur between states. Detection of change points is useful in modelling and …
transitions that occur between states. Detection of change points is useful in modelling and …
Trajectory data mining: an overview
Y Zheng - ACM Transactions on Intelligent Systems and …, 2015 - dl.acm.org
The advances in location-acquisition and mobile computing techniques have generated
massive spatial trajectory data, which represent the mobility of a diversity of moving objects …
massive spatial trajectory data, which represent the mobility of a diversity of moving objects …
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 …
A survey on trajectory data management, analytics, and learning
Recent advances in sensor and mobile devices have enabled an unprecedented increase
in the availability and collection of urban trajectory data, thus increasing the demand for …
in the availability and collection of urban trajectory data, thus increasing the demand for …
Urban flow prediction from spatiotemporal data using machine learning: A survey
Urban spatiotemporal flow prediction is of great importance to traffic management, land use,
public safety. This prediction task is affected by several complex and dynamic factors, such …
public safety. This prediction task is affected by several complex and dynamic factors, such …
Urban computing: concepts, methodologies, and applications
Urbanization's rapid progress has modernized many people's lives but also engendered big
issues, such as traffic congestion, energy consumption, and pollution. Urban computing …
issues, such as traffic congestion, energy consumption, and pollution. Urban computing …
[PDF][PDF] GeoLife: A collaborative social networking service among user, location and trajectory.
People travel in the real world and leave their location history in a form of trajectories. These
trajectories do not only connect locations in the physical world but also bridge the gap …
trajectories do not only connect locations in the physical world but also bridge the gap …
T-drive: driving directions based on taxi trajectories
GPS-equipped taxis can be regarded as mobile sensors probing traffic flows on road
surfaces, and taxi drivers are usually experienced in finding the fastest (quickest) route to a …
surfaces, and taxi drivers are usually experienced in finding the fastest (quickest) route to a …
Mining interesting locations and travel sequences from GPS trajectories
The increasing availability of GPS-enabled devices is changing the way people interact with
the Web, and brings us a large amount of GPS trajectories representing people's location …
the Web, and brings us a large amount of GPS trajectories representing people's location …