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Authors: Bill Karakostas 1 and Babis Theodoulidis 2

Affiliations: 1 City University London, United Kingdom ; 2 University of Manchester, United Kingdom

ISBN: 978-989-8565-67-9

Keyword(s): Real Time MapReduce, Data Stream Analysis, Web Log Analysis, Web Mining, Erlang.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Biomedical Engineering ; Business Analytics ; Data Engineering ; Data Mining ; Databases and Information Systems Integration ; Datamining ; Enterprise Information Systems ; Health Information Systems ; OLAP and MDA Models ; Sensor Networks ; Signal Processing ; Soft Computing ; Web Analytics

Abstract: Monitoring the behaviour of large numbers of web site users in real time poses significant performance challenges, due to the decentralised location and volume of generated data. This paper proposes a MapReduce-style architecture where the processing of event series from the Web users is performed by a number of cascading mappers, reducers and rereducers, local to the event origin. With the use of static analysis and a prototype implementation, we show how this architecture is capable to carry out time series analysis in real time for very large web data sets, based on the actual events, instead of resorting to sampling or other extrapolation techniques.

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Paper citation in several formats:
Karakostas, B. and Theodoulidis, B. (2013). A MapReduce Architecture for Web Site User Behaviour Monitoring in Real Time.In Proceedings of the 2nd International Conference on Data Technologies and Applications - Volume 1: DATA, ISBN 978-989-8565-67-9, pages 45-52. DOI: 10.5220/0004332600450052

@conference{data13,
author={Bill Karakostas. and Babis Theodoulidis.},
title={A MapReduce Architecture for Web Site User Behaviour Monitoring in Real Time},
booktitle={Proceedings of the 2nd International Conference on Data Technologies and Applications - Volume 1: DATA,},
year={2013},
pages={45-52},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004332600450052},
isbn={978-989-8565-67-9},
}

TY - CONF

JO - Proceedings of the 2nd International Conference on Data Technologies and Applications - Volume 1: DATA,
TI - A MapReduce Architecture for Web Site User Behaviour Monitoring in Real Time
SN - 978-989-8565-67-9
AU - Karakostas, B.
AU - Theodoulidis, B.
PY - 2013
SP - 45
EP - 52
DO - 10.5220/0004332600450052

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