Spatio-temporal data mining: A survey of problems and methods

G Atluri, A Karpatne, V Kumar - ACM Computing Surveys (CSUR), 2018 - dl.acm.org
Large volumes of spatio-temporal data are increasingly collected and studied in diverse
domains, including climate science, social sciences, neuroscience, epidemiology …

Trajectory data mining: A review of methods and applications

JD Mazimpaka, S Timpf - Journal of …, 2016 - digitalcommons.library.umaine.edu
The increasing use of location-aware devices has led to an increasing availability of
trajectory data. As a result, researchers devoted their efforts to develo** analysis methods …

Data Mining The Text Book

C 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 …

[書籍][B] Data mining: concepts and techniques

J Han, J Pei, H Tong - 2022 - books.google.com
Data Mining: Concepts and Techniques, Fourth Edition introduces concepts, principles, and
methods for mining patterns, knowledge, and models from various kinds of data for diverse …

Mining interesting locations and travel sequences from GPS trajectories

Y Zheng, L Zhang, X **e, WY Ma - Proceedings of the 18th international …, 2009 - dl.acm.org
The increasing availability of GPS-enabled devices is changing the way people interact with
the Web, and brings us a large amount of GPS trajectories representing people's location …

Trajectory pattern mining

F Giannotti, M Nanni, F Pinelli… - Proceedings of the 13th …, 2007 - dl.acm.org
The increasing pervasiveness of location-acquisition technologies (GPS, GSM networks,
etc.) is leading to the collection of large spatio-temporal datasets and to the opportunity of …

A self-adaptive parameter selection trajectory prediction approach via hidden Markov models

S Qiao, D Shen, X Wang, N Han… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
Trajectory prediction of objects in moving objects databases (MODs) has garnered wide
support in a variety of applications and is gradually becoming an active research area. The …

Discovering popular routes from trajectories

Z Chen, HT Shen, X Zhou - 2011 IEEE 27th International …, 2011 - ieeexplore.ieee.org
The booming industry of location-based services has accumulated a huge collection of
users' location trajectories of driving, cycling, hiking, etc. In this work, we investigate the …

Learning travel recommendations from user-generated GPS traces

Y Zheng, X **e - ACM Transactions on Intelligent Systems and …, 2011 - dl.acm.org
The advance of GPS-enabled devices allows people to record their location histories with
GPS traces, which imply human behaviors and preferences related to travel. In this article …

Method, system and device for inferring a mobile user's current context and proactively providing assistance

KC Nitz, PD Lincoln, KL Myers, HH Bui… - US Patent …, 2018 - Google Patents
A device, method and system for automatically inferring a mobile user's current context
includes applying a user activity knowledge base to real-time inputs and stored user-specific …