Traffic prediction using artificial intelligence: Review of recent advances and emerging opportunities

M Shaygan, C Meese, W Li, XG Zhao… - … research part C: emerging …, 2022 - Elsevier
Traffic prediction plays a crucial role in alleviating traffic congestion which represents a
critical problem globally, resulting in negative consequences such as lost hours of additional …

A big data approach to understanding pedestrian route choice preferences: Evidence from San Francisco

A Sevtsuk, R Basu, X Li, R Kalvo - Travel behaviour and society, 2021 - Elsevier
Big data from smartphone applications are enabling travel behavior studies at an
unprecedented scale. In this paper, we examine pedestrian route choice preferences in San …

A survey on map-matching algorithms

P Chao, Y Xu, W Hua, X Zhou - … , Melbourne, VIC, Australia, February 3–7 …, 2020 - Springer
The map-matching is an essential preprocessing step for most of the trajectory-based
applications. Although it has been an active topic for more than two decades and, driven by …

Transport behavior-mining from smartphones: a review

V Servizi, FC Pereira, MK Anderson… - … transport research review, 2021 - Springer
Background Although people and smartphones have become almost inseparable,
especially during travel, smartphones still represent a small fraction of a complex multi …

Comparative study and application-oriented classification of vehicular map-matching methods

M Kubicka, A Cela, H Mounier… - IEEE Intelligent …, 2018 - ieeexplore.ieee.org
Vehicular map-matching aims to identify the position of a vehicle in a road-network. Different
map-matching applications make use of different formulations of the problem leading to …

Network-less trajectory imputation

MM Elshrif, K Isufaj, MF Mokbel - … of the 30th International Conference on …, 2022 - dl.acm.org
The ability to collect large numbers of trajectory data through GPS-enabled devices have
enabled a myriad of very important applications that are widely used on a daily basis. This …

Map matching queries on realistic input graphs under the Fréchet distance

J Gudmundsson, MP Seybold, S Wong - ACM Transactions on …, 2024 - dl.acm.org
Map matching is a common preprocessing step for analysing vehicle trajectories. In the
theory community, the most popular approach for map matching is to compute a path on the …

Online map-matching assisted by object-based classification of driving scenario

H Wu, S Huang, C Fu, S Xu, J Wang… - International Journal of …, 2023 - Taylor & Francis
Different types of roads in complex road networks may run side-by-side or across in 2D or
3D spaces, which causes mismatched segments using existing online map-matching …

Analyzing public transport in the city of Buenos Aires with MobilityDB

J Godfrid, P Radnic, A Vaisman, E Zimányi - Public transport, 2022 - Springer
Abstract The General Transit Feed Specification (GTFS) is a data format widely used to
share data about public transportation schedules and associated geographic information …

QARTA: an ML-based system for accurate map services

M Musleh, S Abbar, R Stanojevic… - Proceedings of the VLDB …, 2021 - dl.acm.org
Maps services are ubiquitous in widely used applications including navigation systems, ride
sharing, and items/food delivery. Though there are plenty of efforts to support such services …