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MoveMine: Mining Moving Object Databases

TitleMoveMine: Mining Moving Object Databases
Publication TypeJournal Article
Year of Publication2010
AuthorsLi, Z, ji, M, Lee, J-G, Tang, L, Han, J, Kays, RW
JournalInternational Conference on Management of Data, SIGMOD
Volume2010
Pagination1203-1206
Keywordsdata mining, movement data
Abstract

With the maturity of GPS, wireless, and Web technologies, increasing amounts of movement data collected from various moving objects, such as animals, vehicles, mobile devices, and climate radars, have become widely available. Analyzing such data has broad applications, e.g., in ecological study, vehicle control, mobile communication management, and climatological forecast. However, few data mining tools are available for flexible and scalable analysis of massive-scale moving object data. Our system, MoveMine, is designed for sophisticated moving object data mining by integrating several attractive functions including moving object pattern mining and trajectory mining. We explore the state-of-the-art and novel techniques at implementation of the selected functions. A user-friendly interface is provided to facilitate interactive exploration of mining results and flexible tuning of the underlying methods. Since MoveMine is tested on multiple kinds of real data sets, it will benefit users to carry out versatile analysis on these kinds of data. At the same time, it will benefit researchers to realize the importance and limitations of current techniques as well as the potential future studies in moving object data mining.

URLhttp://dl.acm.org/citation.cfm?id=1807319
DOI10.1145/1807167.1807319