An efficient single-pass algorithm for mining association rules from wireless sensor networks

SK Tanbeer, CF Ahmed, BS Jeong - IETE Technical Review, 2009 - Taylor & Francis
With advances in technology, use of wireless sensor networks (WSNs) has widely increased
in recent decades. In general, WSNs produce a large amount of data in the form of streams …

Efficient mining of association rules from wireless sensor networks

SK Tanbeer, CF Ahmed, BS Jeong… - 2009 11th International …, 2009 - ieeexplore.ieee.org
Wireless sensor networks (WSNs) produce large scale of data in the form of streams.
Recently, data mining techniques have received a great deal of attention in extracting …

Mining associated patterns from wireless sensor networks

MM Rashid, I Gondal… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
Mining of sensor data for useful knowledge extraction is a very challenging task. Existing
works generate sensor association rules using occurrence frequency of patterns to extract …

[PDF][PDF] Comparative study of association rule mining for sensor data

M Rajpoot, LK Sharma - Int. J. Comput. Appl, 2011 - researchgate.net
Knowledge discovery from sensor data is an emerging research area due to many
applications of crucial importance to our society. Wireless Sensor Networks produce large …

Regularly frequent patterns mining from sensor data stream

MM Rashid, I Gondal, J Kamruzzaman - … 3-7, 2013. Proceedings, Part II 20, 2013 - Springer
Mining interesting and useful knowledge from the huge amount of data gathered in wireless
sensor networks is a challenging task. Works reported in literature use support metric-based …

Share-frequent sensor patterns mining from wireless sensor network data

MM Rashid, I Gondal… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
Mining interesting knowledge from the huge amount of data gathered from WSNs is a
challenge. Works reported in literature use support metric-based sensor association rules …

A technique for parallel share-frequent sensor pattern mining from wireless sensor networks

MM Rashid, I Gondal, J Kamruzzaman - Procedia Computer Science, 2014 - Elsevier
WSNs generate huge amount of data in the form of streams and mining useful knowledge
from these streams is a challenging task. Existing works generate sensor association rules …

A novel association rule mining mechanism in wireless sensor networks

A Das - 2012 3rd National Conference on Emerging Trends …, 2012 - ieeexplore.ieee.org
Sensor association rules have been found to be very useful for improving the quality of
service, energy conservation, resource management, etc. in wireless sensor networks …

A new representation structure for mining association rules from wireless sensor networks

A Boukerche, S Samarah - 2007 IEEE Wireless …, 2007 - ieeexplore.ieee.org
With the advances in wireless sensor networks and their ability to generate a large amount
of data, data mining techniques used to extract useful knowledge regarding the underlying …

An efficient data extraction mechanism for mining association rules from wireless sensor networks

A Boukerche, S Samarah - 2007 IEEE International …, 2007 - ieeexplore.ieee.org
With the advances of wireless sensor networks and their ability to generate a large amount
of data, data mining techniques to extract useful knowledge regarding the underlying …