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 …

Human mobility: Models and applications

H Barbosa, M Barthelemy, G Ghoshal, CR James… - Physics Reports, 2018 - Elsevier
Recent years have witnessed an explosion of extensive geolocated datasets related to
human movement, enabling scientists to quantitatively study individual and collective …

Graph neural networks: foundation, frontiers and applications

L Wu, P Cui, J Pei, L Zhao, X Guo - … of the 28th ACM SIGKDD Conference …, 2022 - dl.acm.org
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 …

Urban computing: concepts, methodologies, and applications

Y Zheng, L Capra, O Wolfson, H Yang - ACM Transactions on Intelligent …, 2014 - dl.acm.org
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 …

Recommendations in location-based social networks: a survey

J Bao, Y Zheng, D Wilkie, M Mokbel - GeoInformatica, 2015 - Springer
Recent advances in localization techniques have fundamentally enhanced social
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.

Y Zheng, X Xie, WY Ma - IEEE Data Eng. Bull., 2010 - Citeseer
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 …

Mining interesting locations and travel sequences from GPS trajectories

Y Zheng, L Zhang, X Xie, WY Ma - Proceedings of the 18th international …, 2009 - dl.acm.org
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 …

Urban computing with taxicabs

Y Zheng, Y Liu, J Yuan, X Xie - … of the 13th international conference on …, 2011 - dl.acm.org
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 …

Collaborative location and activity recommendations with gps history data

VW Zheng, Y Zheng, X Xie, Q Yang - Proceedings of the 19th …, 2010 - dl.acm.org
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 …

Recommending friends and locations based on individual location history

Y Zheng, L Zhang, Z Ma, X Xie, WY Ma - ACM Transactions on the Web …, 2011 - dl.acm.org
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 …