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 …

A review of moving object trajectory clustering algorithms

G Yuan, P Sun, J Zhao, D Li, C Wang - Artificial Intelligence Review, 2017 - Springer
Clustering is an efficient way to group data into different classes on basis of the internal and
previously unknown schemes inherent of the data. With the development of the location …

Frequent pattern mining algorithms: A survey

CC Aggarwal, MA Bhuiyan, MA Hasan - Frequent pattern mining, 2014 - Springer
This chapter will provide a detailed survey of frequent pattern mining algorithms. A wide
variety of algorithms will be covered starting from Apriori. Many algorithms such as Eclat …

Urban computing: concepts, methodologies, and applications

Y Zheng, L Capra, O Wolfson, H Yang - ACM Transactions on Intelligent …, 2014 - dl.acm.org
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 …

Path segmentation for beginners: an overview of current methods for detecting changes in animal movement patterns

H Edelhoff, J Signer, N Balkenhol - Movement ecology, 2016 - Springer
Increased availability of high-resolution movement data has led to the development of
numerous methods for studying changes in animal movement behavior. Path segmentation …

[КНИГА][B] Geographic data mining and knowledge discovery

HJ Miller, J Han - 2009 - taylorfrancis.com
The Definitive Volume on Cutting-Edge Exploratory Analysis of Massive Spatial and
Spatiotemporal DatabasesSince the publication of the first edition of Geographic Data …

Swarm: Mining relaxed temporal moving object clusters

Z Li, B Ding, J Han, R Kays - Proceedings of the VLDB Endowment, 2010 - dl.acm.org
Recent improvements in positioning technology make massive moving object data widely
available. One important analysis is to find the moving objects that travel together. Existing …

Time-focused clustering of trajectories of moving objects

M Nanni, D Pedreschi - Journal of Intelligent Information Systems, 2006 - Springer
Spatio-temporal, geo-referenced datasets are growing rapidly, and will be more in the near
future, due to both technological and social/commercial reasons. From the data mining …

Discovery of convoys in trajectory databases

H Jeung, ML Yiu, X Zhou, CS Jensen… - arxiv preprint arxiv …, 2010 - arxiv.org
As mobile devices with positioning capabilities continue to proliferate, data management for
so-called trajectory databases that capture the historical movements of populations of …

[КНИГА][B] Temporal data mining

T Mitsa - 2010 - taylorfrancis.com
From basic data mining concepts to state-of-the-art advances, this book covers the theory of
the subject as well as its application in a variety of fields. It discusses the incorporation of …