Trajectory data mining: an overview
Y Zheng - ACM Transactions on Intelligent Systems and …, 2015 - dl.acm.org
The advances in location-acquisition and mobile computing techniques have generated
massive spatial trajectory data, which represent the mobility of a diversity of moving objects …
massive spatial trajectory data, which represent the mobility of a diversity of moving objects …
Vehicle trajectory similarity: Models, methods, and applications
The increasing availability of vehicular trajectory data is at the core of smart mobility
solutions. Such data offer us unprecedented information for the development of trajectory …
solutions. Such data offer us unprecedented information for the development of trajectory …
Vessel pattern knowledge discovery from AIS data: A framework for anomaly detection and route prediction
Understanding maritime traffic patterns is key to Maritime Situational Awareness
applications, in particular, to classify and predict activities. Facilitated by the recent build-up …
applications, in particular, to classify and predict activities. Facilitated by the recent build-up …
Lane-level trajectory reconstruction based on data-fusion
While lane-changing movements are performed on the entire motorway network for various
reasons, such as overtaking, their intensity is substantially greater near complex segments …
reasons, such as overtaking, their intensity is substantially greater near complex segments …
PriSTE: from location privacy to spatiotemporal event privacy
Location privacy-preserving mechanisms (LPPMs) have been extensively studied for
protecting a user's location at each time point or a sequence of locations with different …
protecting a user's location at each time point or a sequence of locations with different …
Qualitative spatial reasoning with uncertain evidence using Markov logic networks
Probabilistic logics combine the ability to reason about complex scenes, with a rigorous
approach to uncertainty. This paper explores the construction of probabilistic spatial logics …
approach to uncertainty. This paper explores the construction of probabilistic spatial logics …
Probabilistic nearest neighbor queries on uncertain moving object trajectories
Nearest neighbor (NN) queries in trajectory databases have received significant attention in
the past, due to their application in spatio-temporal data analysis. Recent work has …
the past, due to their application in spatio-temporal data analysis. Recent work has …
Inferring uncertain trajectories from partial observations
The explosion in the availability of GPS-enabled devices has resulted in an abundance of
trajectory data. In reality, however, majority of these trajectories are collected at a low …
trajectory data. In reality, however, majority of these trajectories are collected at a low …
Probabilistic estimation of link travel times in dynamic road networks
Due to the availability of large historical and real-time traffic data, car navigation systems are
becoming more and more advanced in predicting the travel time for various routes and …
becoming more and more advanced in predicting the travel time for various routes and …
A temporal-probabilistic database model for information extraction
Temporal annotations of facts are a key component both for building a high-accuracy
knowledge base and for answering queries over the resulting temporal knowledge base …
knowledge base and for answering queries over the resulting temporal knowledge base …