A Trajectory Collaboration Based Map Matching Approach for Low-Sampling-Rate GPS Trajectories [PDF]
GPS (Global Positioning System) trajectories with low sampling rates are prevalent in many applications. However, current map matching methods do not perform well for low-sampling-rate GPS trajectories due to the large uncertainty between consecutive GPS
Xin Wang
exaly +5 more sources
A Review of GPS Trajectories Classification Based on Transportation Mode [PDF]
GPS trajectories generated by moving objects provide researchers with an excellent resource for revealing patterns of human activities. Relevant research based on GPS trajectories includes the fields of location-based services, transportation science ...
Kathleen Stewart +2 more
exaly +5 more sources
Interactive, Multiscale Urban-Traffic Pattern Exploration Leveraging Massive GPS Trajectories [PDF]
Urban traffic pattern reflects how people move and how goods are transported, which is crucial for traffic management and urban planning. With the development of sensing techniques, accumulated sensor data are captured for monitoring vehicles, which also
Qi Wang, Min Lu, Qingquan Li
doaj +3 more sources
Is Medoid Suitable for Averaging GPS Trajectories? [PDF]
Averaging GPS trajectories is needed in applications such as clustering and automatic extraction of road segments. Calculating mean for trajectories and other time series data is non-trivial and shown to be an NP-hard problem.
Radu Mariescu-Istodor +2 more
exaly +6 more sources
Bidirectional imputation of spatial GPS trajectories with missingness using sparse online Gaussian Process. [PDF]
OBJECTIVE We propose a bidirectional GPS imputation method that can recover real-world mobility trajectories even when a substantial proportion of the data are missing.
Liu G, Onnela JP.
europepmc +2 more sources
ROAD NETWORK EXTRACTION USING GPS TRAJECTORIES BASED ON MORPHOLOGICAL AND SKELETONIZATION ALGORITHMS [PDF]
In this article, a method for road network extraction is proposed, based on GPS (Global Positioning System) trajectories. Unlike existing methods, it is not necessary to resample the GPS trajectories into a raster structure; instead, all analyses are ...
A. P. Dal Poz +2 more
doaj +2 more sources
Trend-Residual Dual Modeling for Detection of Outliers in Low-Cost GPS Trajectories [PDF]
Low-cost GPS (receiver) has become a ubiquitous and integral part of our daily life. Despite noticeable advantages such as being cheap, small, light, and easy to use, its limited positioning accuracy devalues and hampers its wide applications for ...
Xiaojian Chen +4 more
doaj +2 more sources
Context-aware similarity of GPS trajectories [PDF]
Measuring similarity of GPS trajectories has attracted a lot of attention in recent years. As a result, multiple trajectory similarity measures have been developed and are used in a wide set of app...
Radu Mariescu-Istodor, Pasi Franti
exaly +2 more sources
Inferring transportation modes from GPS trajectories using a convolutional neural network [PDF]
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 devices (e.g., a smartphone), a cost-effective approach for inferring ...
Kevin Heaslip, Sina Dabiri
exaly +2 more sources
Digital roads are a crucial component of smart city development and sustainable urban development, being one of the fundamental geographic elements. Remote sensing images and GPS trajectories are two important data sources for obtaining road information,
Yongyang Xu +4 more
doaj +2 more sources

