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 …

Semantic trajectories modeling and analysis

C Parent, S Spaccapietra, C Renso… - ACM Computing …, 2013 - dl.acm.org
Focus on movement data has increased as a consequence of the larger availability of such
data due to current GPS, GSM, RFID, and sensors techniques. In parallel, interest in …

Urban flow prediction from spatiotemporal data using machine learning: A survey

P Xie, T Li, J Liu, S Du, X Yang, J Zhang - Information Fusion, 2020 - Elsevier
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 …

Map-matching for low-sampling-rate GPS trajectories

Y Lou, C Zhang, Y Zheng, X Xie, W Wang… - Proceedings of the 17th …, 2009 - dl.acm.org
Map-matching is the process of aligning a sequence of observed user positions with the
road network on a digital map. It is a fundamental pre-processing step for many applications …

Current map-matching algorithms for transport applications: State-of-the art and future research directions

MA Quddus, WY Ochieng, RB Noland - Transportation research part c …, 2007 - Elsevier
Map-matching algorithms integrate positioning data with spatial road network data (roadway
centrelines) to identify the correct link on which a vehicle is travelling and to determine the …

From taxi GPS traces to social and community dynamics: A survey

PS Castro, D Zhang, C Chen, S Li, G Pan - ACM Computing Surveys …, 2013 - dl.acm.org
Vehicles equipped with GPS localizers are an important sensory device for examining
people's movements and activities. Taxis equipped with GPS localizers serve the …

[PDF][PDF] On map-matching vehicle tracking data

S Brakatsoulas, D Pfoser, R Salas, C Wenk - Proceedings of the 31st …, 2005 - vldb.org
Vehicle tracking data is an essential “raw” material for a broad range of applications such as
traffic management and control, routing, and navigation. An important issue with this data is …

Urban traffic modelling and prediction using large scale taxi GPS traces

PS Castro, D Zhang, S Li - International Conference on Pervasive …, 2012 - Springer
Monitoring, predicting and understanding traffic conditions in a city is an important problem
for city planning and environmental monitoring. GPS-equipped taxis can be viewed as …

An interactive-voting based map matching algorithm

J Yuan, Y Zheng, C Zhang, X Xie… - … conference on mobile …, 2010 - ieeexplore.ieee.org
Matching a raw GPS trajectory to roads on a digital map is often referred to as the Map
Matching problem. However, the occurrence of the low-sampling-rate trajectories (eg one …

Developing an enhanced weight-based topological map-matching algorithm for intelligent transport systems

NR Velaga, MA Quddus, AL Bristow - Transportation Research Part C …, 2009 - Elsevier
Map-matching (MM) algorithms integrate positioning data from a Global Positioning System
(or a number of other positioning sensors) with a spatial road map with the aim of identifying …