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Spatio-temporal data mining: A survey of problems and methods
Large volumes of spatio-temporal data are increasingly collected and studied in diverse
domains, including climate science, social sciences, neuroscience, epidemiology …
domains, including climate science, social sciences, neuroscience, epidemiology …
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 …
[BOG][B] Data mining: the textbook
CC Aggarwal - 2015 - Springer
This textbook explores the different aspects of data mining from the fundamentals to the
complex data types and their applications, capturing the wide diversity of problem domains …
complex data types and their applications, capturing the wide diversity of problem domains …
A survey on trajectory data management, analytics, and learning
Recent advances in sensor and mobile devices have enabled an unprecedented increase
in the availability and collection of urban trajectory data, thus increasing the demand for …
in the availability and collection of urban trajectory data, thus increasing the demand for …
A survey of trajectory distance measures and performance evaluation
The proliferation of trajectory data in various application domains has inspired tremendous
research efforts to analyze large-scale trajectory data from a variety of aspects. A …
research efforts to analyze large-scale trajectory data from a variety of aspects. A …
Urban computing: concepts, methodologies, and applications
Urbanization's rapid progress has modernized many people's lives but also engendered big
issues, such as traffic congestion, energy consumption, and pollution. Urban computing …
issues, such as traffic congestion, energy consumption, and pollution. Urban computing …
DBSCAN revisited: Mis-claim, un-fixability, and approximation
DBSCAN is a popular method for clustering multi-dimensional objects. Just as notable as
the method's vast success is the research community's quest for its efficient computation …
the method's vast success is the research community's quest for its efficient computation …
DITA: Distributed in-memory trajectory analytics
Trajectory analytics can benefit many real-world applications, eg, frequent trajectory based
navigation systems, road planning, car pooling, and transportation optimizations. Existing …
navigation systems, road planning, car pooling, and transportation optimizations. Existing …
Prediction of human emergency behavior and their mobility following large-scale disaster
The frequency and intensity of natural disasters has significantly increased over the past
decades and this trend is predicted to continue. Facing these possible and unexpected …
decades and this trend is predicted to continue. Facing these possible and unexpected …
Gmove: Group-level mobility modeling using geo-tagged social media
Understanding human mobility is of great importance to various applications, such as urban
planning, traffic scheduling, and location prediction. While there has been fruitful research …
planning, traffic scheduling, and location prediction. While there has been fruitful research …