DocumentCode :
3070492
Title :
Data Clustering on a Network of Mobile Smartphones
Author :
Dou, Adam Ji ; Kalogeraki, Vana ; Gunopulos, Dimitrios ; Mielikinen, Taneli ; Tuulos, Ville ; Foley, Sean ; Yu, Curtis
Author_Institution :
Univ. of California-Riverside, Riverside, CA, USA
fYear :
2011
fDate :
18-21 July 2011
Firstpage :
118
Lastpage :
127
Abstract :
We present Dowser, a system for data clustering in a network of mobile smart phones. Dowser comprises three components: (a) a distributed framework, implemented on mobile phones that eases the programmability and deployment of applications on the devices using simple programming primitives, (b) a data gathering component that tracks the movement of wireless device owners and collects wireless connectivity data, and (c) a clustering algorithm that allows users to combine their individual data, that is distributed and energy efficient. Our detailed experimental results over our test bed of Nokia N95 8GB smart phones, illustrate that our system is practical, depicts good performance and has low energy and resource overhead.
Keywords :
data acquisition; mobile computing; object tracking; pattern clustering; Dowser; data clustering; data gathering; energy efficiency; mobile smart phones; movement tracking; wireless device; Clustering algorithms; Distributed databases; Global Positioning System; IEEE 802.11 Standards; Sensors; Servers; Smart phones; Data Clustering; MapReduce; Mobile; Smartphones;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Applications and the Internet (SAINT), 2011 IEEE/IPSJ 11th International Symposium on
Conference_Location :
Munich, Bavaria
Print_ISBN :
978-1-4577-0531-1
Electronic_ISBN :
978-0-7695-4423-6
Type :
conf
DOI :
10.1109/SAINT.2011.25
Filename :
6004142
Link To Document :
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