Title :
E-Cube: Multi-dimensional event sequence processing using concept and pattern hierarchies
Author :
Liu, Mo ; Rundensteiner, Elke ; Greenfield, Kara ; Gupta, Chetan ; Wang, Song ; Ari, Ismail ; Mehta, Abhay
Author_Institution :
Worcester Polytech. Inst., Worcester, MA, USA
Abstract :
Many modern applications including tag based mass transit systems, RFID-based supply chain management systems and online financial feeds require special purpose event stream processing technology to analyze vast amounts of sequential multi-dimensional data available in real-time data feeds. Traditional online analytical processing (OLAP) systems are not designed for real-time pattern-based operations, while Complex Event Processing (CEP) systems are designed for sequence detection and do not support OLAP operations. We will demonstrate a novel E-Cube model that combines CEP and OLAP techniques for multi-dimensional event pattern analysis at different abstraction levels. A London transit scenario will be given to demonstrate the utility and performance of this proposed technology.
Keywords :
data mining; E-Cube; London transit scenario; OLAP; RFID based supply chain management systems; complex event processing; concept hierarchies; event stream processing technology; multidimensional event pattern analysis; online analytical processing; online financial feeds; pattern hierarchies; real time pattern based operation; sequential multidimensional data; tag based mass transit system; Diseases; Event detection; Feeds; Hospitals; Monitoring; Navigation; Pattern analysis; Real time systems; Supply chain management; Urban areas;
Conference_Titel :
Data Engineering (ICDE), 2010 IEEE 26th International Conference on
Conference_Location :
Long Beach, CA
Print_ISBN :
978-1-4244-5445-7
Electronic_ISBN :
978-1-4244-5444-0
DOI :
10.1109/ICDE.2010.5447886