Modeling location choice of taxi drivers for passenger pickup using GPS data

MG Demissie, L Kattan… - IEEE Intelligent …, 2020 - ieeexplore.ieee.org
Recently, the traditional taxi industry has been struggling to keep its market share, especially
with the emergence of new transport network companies (eg, Uber). One of the problems …

A two-layer model for taxi customer searching behaviors using GPS trajectory data

J Tang, H Jiang, Z Li, M Li, F Liu… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
This paper proposes a two-layer decision framework to model taxi drivers' customer-search
behaviors within urban areas. The first layer models taxi drivers' pickup location choice …

Optimizing cruising routes for taxi drivers using a spatio-temporal trajectory model

L Wu, S Hu, L Yin, Y Wang, Z Chen, M Guo… - … International Journal of …, 2017 - mdpi.com
Much of the taxi route-planning literature has focused on driver strategies for finding
passengers and determining the hot spot pick-up locations using historical global …

Locating lucrative passengers for taxicab drivers

H Tang, M Kerber, Q Huang, L Guibas - Proceedings of the 21st ACM …, 2013 - dl.acm.org
In an urban setting, such as the city of Beijing, after a taxi driver drops the previous
passenger, he/she needs to decide where to drive to find the next---preferably lucrative …

An effective taxi recommender system based on a spatio-temporal factor analysis model

RH Hwang, YL Hsueh, YT Chen - Information Sciences, 2015 - Elsevier
The taxi fleet management systems based on GPS have become an important tool for taxi
businesses. Such systems can be used not only for fleet management, but also to provide …

Real time location prediction with taxi-GPS data streams

AK Laha, S Putatunda - Transportation Research Part C: Emerging …, 2018 - Elsevier
The prediction of the destination location at the time of pickup is an important problem with
potential for substantial impact on the efficiency of a GPS-enabled taxi service. While this …

Understanding taxi service strategies from taxi GPS traces

D Zhang, L Sun, B Li, C Chen, G Pan… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
Taxi service strategies, as the crowd intelligence of massive taxi drivers, are hidden in their
historical time-stamped GPS traces. Mining GPS traces to understand the service strategies …

Taxi drivers' cruising patterns—Insights from taxi GPS traces

F Zong, T Wu, H Jia - IEEE Transactions on Intelligent …, 2018 - ieeexplore.ieee.org
In this paper, we seek to identify the different impacts of external and internal information on
taxis' cruising behaviors and to find effective methods to enhance taxis' cruising efficiency …

Predicting the upcoming services of vacant taxis near fixed locations using taxi trajectories

C Hu, JC Thill - ISPRS International Journal of Geo-Information, 2019 - mdpi.com
Emerging on-line reservation services and special car services have greatly affected the
development of the taxi industry. Surprisingly, taking a taxi is still a significant problem in …

A time-dependent logit-based taxi customer-search model

WY Szeto, RCP Wong, SC Wong… - International Journal of …, 2013 - Taylor & Francis
In this study, global positioning system data from 460 urban taxis are used to develop a time-
dependent logit model. The rate of return (ROR, also known as profit per unit time) is used …