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 …
Human mobility: Models and applications
Recent years have witnessed an explosion of extensive geolocated datasets related to
human movement, enabling scientists to quantitatively study individual and collective …
human movement, enabling scientists to quantitatively study individual and collective …
Graph neural networks: foundation, frontiers and applications
The field of graph neural networks (GNNs) has seen rapid and incredible strides over the
recent years. Graph neural networks, also known as deep learning on graphs, graph …
recent years. Graph neural networks, also known as deep learning on graphs, graph …
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 …
Recommendations in location-based social networks: a survey
Recent advances in localization techniques have fundamentally enhanced social
networking services, allowing users to share their locations and location-related contents …
networking services, allowing users to share their locations and location-related contents …
[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 …
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 …
Urban computing with taxicabs
Urban computing for city planning is one of the most significant applications in Ubiquitous
computing. In this paper we detect flawed urban planning using the GPS trajectories of …
computing. In this paper we detect flawed urban planning using the GPS trajectories of …
Collaborative location and activity recommendations with gps history data
With the increasing popularity of location-based services, such as tour guide and location-
based social network, we now have accumulated many location data on the Web. In this …
based social network, we now have accumulated many location data on the Web. In this …
Recommending friends and locations based on individual location history
The increasing availability of location-acquisition technologies (GPS, GSM networks, etc.)
enables people to log the location histories with spatio-temporal data. Such real-world …
enables people to log the location histories with spatio-temporal data. Such real-world …