From taxi GPS traces to social and community dynamics: A survey
Vehicles equipped with GPS localizers are an important sensory device for examining
people's movements and activities. Taxis equipped with GPS localizers serve the …
people's movements and activities. Taxis equipped with GPS localizers serve the …
Predicting taxi–passenger demand using streaming data
Informed driving is increasingly becoming a key feature for increasing the sustainability of
taxi companies. The sensors that are installed in each vehicle are providing new …
taxi companies. The sensors that are installed in each vehicle are providing new …
Hunting or waiting? Discovering passenger-finding strategies from a large-scale real-world taxi dataset
In modern cities, more and more vehicles, such as taxis, have been equipped with GPS
devices for localization and navigation. Gathering and analyzing these large-scale real …
devices for localization and navigation. Gathering and analyzing these large-scale real …
Taxi-aware map: Identifying and predicting vacant taxis in the city
Knowing where vacant taxis are and will be at a given time and location helps the users in
daily planning and scheduling, as well as the taxi service providers in dispatching. In this …
daily planning and scheduling, as well as the taxi service providers in dispatching. In this …
Time-evolving OD matrix estimation using high-speed GPS data streams
Portable digital devices equipped with GPS antennas are ubiquitous sources of continuous
information for location-based Expert and Intelligent Systems. The availability of these traces …
information for location-based Expert and Intelligent Systems. The availability of these traces …
Visual analysis of route diversity
Route suggestion is an important feature of GPS navigation systems. Recently, Microsoft T-
drive has been enabled to suggest routes chosen by experienced taxi drivers for given …
drive has been enabled to suggest routes chosen by experienced taxi drivers for given …
Urban mobility study using taxi traces
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 …
exploratory analysis to visualize the spatiotemporal variation of taxi services; explore the …
A trajectory clustering approach based on decision graph and data field for detecting hotspots
Spatial clustering can be used to discover hotspots in trajectory data. A trajectory clustering
approach based on decision graph and data field is proposed as an effective method to …
approach based on decision graph and data field is proposed as an effective method to …
xgail: Explainable generative adversarial imitation learning for explainable human decision analysis
To make daily decisions, human agents devise their own" strategies" governing their
mobility dynamics (eg, taxi drivers have preferred working regions and times, and urban …
mobility dynamics (eg, taxi drivers have preferred working regions and times, and urban …
Analysis of taxi drivers' behaviors within a battle between two taxi apps
A battle between two Chinese taxi booking mobile apps, namely, Didi and Kuaidadi, had
recently occurred in early 2014. These two apps, which are backed by Internet giants …
recently occurred in early 2014. These two apps, which are backed by Internet giants …