In this work, we analyze taxi-GPS traces collected in Lisbon, Portugal. We perform an exploratory analysis to visualize the spatiotemporal variation of taxi services; explore the relationships between pick-up and drop-off locations; and analyze the behavior in downtime (between the previous drop-off and the following pick-up). We also carry out the analysis of predictability of taxi trips for the next pick-up area type given history of taxi flow in time and space.
International Workshop on Trajectory Data Mining and Analysis (TDM) in conjunction with the 13th International Conference on Ubiquitous Computing 2011
Cited by
Year 2016 : 8 citations
Visualizing the Relationship Between Human Mobility and Points of Interest
W Zeng, CW Fu, SM Arisona, 2016
Public charging infrastructure in Japan–A stochastic modelling analysis
J Rominger, C Farkas, 2016
Analysis of Grid Cell–Based Taxi Ridership with Large-Scale GPS Data
D Nam, K Hyun, H Kim, K Ahn, 2016
On Preventing Location Attacks for Urban Vehicular Networks
M Zhou, X Li, L Liao, 2016
Efficient vehicles path planning algorithm based on taxi GPS big data
J Zhang, W Meng, QQ Liu, H Jiang, Y Feng, 2016
Dynamic monitoring of taxi demand profiles, utilizing location-specific information in large metropolitan areas
L Dimitriou, C Christodoulou, E Kourti, 2016
Spica: A Path Bundling Model for Rational Route Recommendation
L Lv, Y Liu, X Yu, 2016
Dynamic Estimation of Optimal Dispatching Locations for Taxi Services in Mega-Cities based on Detailed GPS Information
L Dimitriou, E Kourti, C Christodoulou, V Gkania, 2016
Year 2013 : 4 citations
Visual exploration of big spatio-temporal urban data: A study of new york city taxi trips
N Ferreira, J Poco, HT Vo, J Freire… - … and Computer Graphics …, 2013 - ieeexplore.ieee.org
Abstract—As increasing volumes of urban data are captured and become available, new
opportunities arise for data-driven analysis that can lead to improvements in the lives of
Yellow cabs as red corpuscles
TH Savage, HT Vo - Big Data, 2013 IEEE International …, 2013 - ieeexplore.ieee.org
Abstract—Data obtained from New York City's Taxi & Limousine Commission highlights the
importance of yellow cabs in the city's transportation infrastructure. In 2011, for example,
Analysis of Travel Time Patterns in Urban Using Taxi GPS Data
M Gao, T Zhu, X Wan, Q Wang - Green Computing and …, 2013 - ieeexplore.ieee.org
Accurate travel time information can help people plan travel schedule and improve work
PDF] Predicting Globally and Locally: A Comparison of Methods for Vehicle Trajectory Prediction
W Groves, E Nunes, M Gini - Workshop on Ubiquitous Data Mining, 2013 - ceur-ws.org
Abstract We propose eigen-based and Markov-based methods to explore the global and
Year 2012 : 10 citations
Real Time Anomalous Trajectory Detection and Analysis
L Sun, D Zhang, C Chen, PS Castro, S Li
Mining the semantics of origin-destination flows using taxi traces
W Zhang, S Li, G Pan - Proceedings of the 2012 ACM Conference on …, 2012 - dl.acm.org
Abstract Origin-destination (OD) flows reflect both human activity and urban dynamic in a
Smarter outlier detection and deeper understanding of large-scale taxi trip records: a case study of NYC
J Zhang - Proceedings of the ACM SIGKDD International …, 2012 - dl.acm.org
Abstract Outlier detection in large-scale taxi trip records has imposed significant technical
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
Abstract Vehicles equipped with GPS localizers are an important sensory device for
Enabling pervasive applications by understanding individual and community behaviors
L Sun - 2012 - theses.fr
Résumé Les empreintes digitales recueillies par détection systèmes offrent de nouvelles
[PDF] Doctor of Philosophy (PhD) Thesis Université Pierre & Marie Curie-TELECOM SudParis
SUN Lin - 2012 - hal.inria.fr
Abstract With the rapid advancement of sensing, computing, networking and storage, recent
years have been witnessing a phenomenal growth of sensor-embedded mobile phones and
[PDF] Characterizing Urban Dynamics Using Large Scale Taxicab Data
X Qian, X Zhan, SV Ukkusuri - Transportation Research Record - assets.conferencespot.org
In this paper, we analyze the data from New York City taxis and comprehensively 2 explore
the underlying patterns of urban taxi trips. Though a number of studies have been 3
[PDF] A Conceptual Model for Representation of Taxi Trajectories
BA Salvador - geoinfo.info
Abstract. The large-scale capture of data about the motion of moving objects has enabled
the development of geospatial tools to analyze and present the characteristics of these
[PDF] Urban Mobility Dynamics Based on Flexible Discrete Region Partition
L Wang, K Hu, T Ku, J Wu - downloads.hindawi.com
Abstract: Understanding the urban mobility patterns is essential for the planning and
management of public infrastructure and transportation services. In this paper we focus on
Nouvelles applications pervasives par la modélisation des comportements individuels et communautaires
L Sun - 2012 - halshs.archives-ouvertes.fr
Abstract With the rapid advancement of sensing, computing, networking and storage, recent
years have been witnessing a phenomenal growth of sensor-embedded mobile phones and
